id int64 0 45k | prompt stringlengths 1.45k 2.69k | ground_truth listlengths 3 3 | known_count int64 4 16 |
|---|---|---|---|
16,065 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722833963.147 | 73.868 | 66.405 | 60.960 | -87 | -90 | -77 | -82 | -89 | -79 | -83 | -77 |
| B | 1722833598.179 | 128.208 | 58.881 | 60.960 | -93 | -79 | -82 | -73 | -78 | -85 | -83 | -77 |
| C | 1722833705.161 | 93.397 | 99.289 | 60.960 | -77 | -82 | -88 | -78 | -79 | -83 | -75 | -75 |
| D | 1722833497.156 | 128.208 | 64.348 | 60.960 | -86 | -82 | -88 | -82 | -84 | -83 | -72 | -81 |
| E | 1722833832.150 | 4.245 | 55.483 | 60.960 | -90 | -85 | -84 | -100 | -100 | -78 | -100 | -77 |
| F | 1722833508.158 | 91.699 | 100.669 | 60.960 | -85 | -81 | -91 | -87 | -86 | -82 | -79 | -76 |
| G | 1722834014.152 | 67.925 | 3.795 | 60.960 | -100 | -86 | -93 | -88 | -83 | -78 | -77 | -83 |
| H | 1722833473.166 | 86.604 | 47.017 | 60.960 | -85 | -82 | -72 | -85 | -77 | -81 | -86 | -83 |
| I | 1722834092.156 | 65.378 | 4.658 | 60.960 | -94 | -91 | -102 | -85 | -85 | -98 | -80 | -87 |
| J | 1722833783.162 | 112.076 | 84.612 | 60.960 | -82 | -89 | -88 | -82 | -84 | -92 | -82 | -77 |
| K | 1722833662.155 | 56.887 | 75.522 | 60.960 | -85 | -82 | -71 | -86 | -83 | -81 | -83 | -76 |
| L | 1722833510.167 | 84.906 | 108.180 | 60.960 | -93 | -81 | -89 | -89 | -90 | -82 | -81 | -81 |
| M | 1722833522.141 | 64.529 | 113.714 | 60.960 | -82 | -81 | -80 | -90 | -84 | -80 | -85 | -83 |
| N | 1722833477.149 | 98.491 | 36.507 | 60.960 | -85 | -84 | -76 | -73 | -74 | -83 | -76 | -80 |
| O | 1722833827.140 | 22.925 | 40.594 | 60.960 | -91 | -95 | -94 | -88 | -87 | -77 | -83 | -79 |
| P | 1722833498.154 | 125.661 | 67.321 | 60.960 | -85 | -81 | -88 | -82 | -79 | -82 | -69 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833756.172
- **Target RSSI fingerprint:** [-92, -95, -78, -88, -90, -82, -89, -88]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
36.50968991197756,
34.59587574005127,
60.96
] | 16 |
15,853 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722833526.166 | 48.397 | 100.244 | 60.960 | -80 | -84 | -81 | -85 | -77 | -84 | -82 | -83 |
| B | 1722833643.375 | 8.491 | 62.955 | 60.960 | -86 | -97 | -86 | -82 | -100 | -87 | -76 | -96 |
| C | 1722833820.134 | 51.793 | 18.101 | 60.960 | -91 | -85 | -95 | -86 | -84 | -79 | -77 | -83 |
| D | 1722833538.151 | 3.396 | 62.052 | 60.960 | -83 | -86 | -87 | -79 | -84 | -84 | -78 | -82 |
| E | 1722833947.164 | 34.812 | 35.326 | 60.960 | -79 | -94 | -88 | -88 | -87 | -87 | -82 | -78 |
| F | 1722833534.157 | 17.830 | 74.142 | 60.960 | -87 | -85 | -83 | -83 | -82 | -87 | -77 | -83 |
| G | 1722833983.162 | 125.661 | 69.099 | 60.960 | -83 | -81 | -92 | -83 | -86 | -81 | -88 | -79 |
| H | 1722833830.135 | 11.038 | 50.029 | 60.960 | -94 | -85 | -89 | -83 | -83 | -83 | -76 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833433.172
- **Target RSSI fingerprint:** [-92, -92, -87, -86, -86, -83, -75, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
22.924689014497538,
43.43394756317139,
60.96
] | 8 |
24,499 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725942924.176 | 90.001 | 7.139 | 60.960 | -80 | -84 | -74 | -75 | -74 | -74 | -68 | -78 |
| B | 1725943340.152 | 105.284 | 31.530 | 60.960 | -74 | -75 | -77 | -73 | -75 | -78 | -77 | -68 |
| C | 1725943342.146 | 106.133 | 36.998 | 60.960 | -71 | -72 | -75 | -73 | -70 | -76 | -69 | -67 |
| D | 1725943033.151 | 51.793 | 90.517 | 60.960 | -73 | -69 | -79 | -74 | -78 | -74 | -79 | -68 |
| E | 1725943246.167 | 98.492 | 48.702 | 60.960 | -66 | -67 | -76 | -73 | -79 | -73 | -73 | -63 |
| F | 1725943001.159 | 1.698 | 27.271 | 60.960 | -71 | -71 | -77 | -73 | -76 | -75 | -76 | -73 |
| G | 1725943016.165 | 16.132 | 107.238 | 60.960 | -82 | -73 | -79 | -73 | -80 | -76 | -79 | -75 |
| H | 1725943546.153 | 50.944 | 11.864 | 60.960 | -84 | -83 | -75 | -77 | -74 | -70 | -67 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943503.160
- **Target RSSI fingerprint:** [-70, -71, -77, -76, -71, -76, -71, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
0.849067992192817,
20.715060234069824,
60.96
] | 8 |
24,845 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725940835.158 | 19.529 | 26.355 | 51.816 | -83 | -73 | -71 | -83 | -74 | -67 | -75 | -73 |
| B | 1725940901.148 | 106.134 | 46.937 | 51.816 | -74 | -77 | -67 | -66 | -76 | -79 | -77 | -59 |
| C | 1725940980.162 | 101.039 | 18.433 | 51.816 | -76 | -75 | -74 | -87 | -73 | -77 | -72 | -64 |
| D | 1725940848.155 | 3.396 | 44.894 | 51.816 | -77 | -100 | -100 | -79 | -100 | -100 | -70 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725941290.148
- **Target RSSI fingerprint:** [-79, -78, -79, -69, -78, -77, -77, -64]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
81.51053206293713,
76.8089485168457,
51.816
] | 4 |
14,150 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723006690.146 | 30.566 | 82.436 | 42.672 | -82 | -85 | -87 | -90 | -100 | -72 | -85 | -81 |
| B | 1723006642.155 | 132.454 | 39.347 | 42.672 | -83 | -83 | -88 | -78 | -69 | -100 | -80 | -79 |
| C | 1723006541.161 | 78.963 | 48.636 | 42.672 | -90 | -89 | -88 | -93 | -79 | -81 | -90 | -72 |
| D | 1723006657.136 | 54.340 | 38.869 | 42.672 | -89 | -84 | -83 | -86 | -77 | -79 | -80 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006804.162
- **Target RSSI fingerprint:** [-82, -86, -80, -71, -80, -68, -72, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
16.98124427353571,
58.3233118057251,
42.672000000000004
] | 4 |
6,589 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723006027.159 | 204.624 | 1.433 | 42.672 | -100 | -76 | -99 | -100 | -95 | -99 | -100 | -88 |
| B | 1723006773.165 | 65.378 | 82.515 | 42.672 | -83 | -80 | -89 | -91 | -87 | -91 | -83 | -72 |
| C | 1723006806.150 | 22.925 | 49.711 | 42.672 | -81 | -100 | -84 | -89 | -72 | -73 | -68 | -66 |
| D | 1723006693.147 | 45.849 | 83.922 | 42.672 | -74 | -100 | -73 | -69 | -88 | -88 | -72 | -74 |
| E | 1723006031.139 | 208.869 | 1.951 | 42.672 | -100 | -76 | -101 | -101 | -94 | -95 | -100 | -88 |
| F | 1723007041.163 | 210.567 | 5.268 | 42.672 | -100 | -98 | -103 | -100 | -94 | -98 | -102 | -102 |
| G | 1723006342.159 | 5.943 | 80.803 | 42.672 | -80 | -77 | -85 | -88 | -88 | -79 | -72 | -73 |
| H | 1723006770.147 | 69.623 | 74.022 | 42.672 | -75 | -100 | -81 | -77 | -84 | -87 | -100 | -100 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006273.165
- **Target RSSI fingerprint:** [-87, -75, -76, -71, -87, -81, -72, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
140.09526525666962,
64.18881893157959,
42.672000000000004
] | 8 |
38,937 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723689637.158 | 126.514 | 67.692 | 42.672 | -83 | -78 | -87 | -82 | -80 | -89 | -89 | -80 |
| B | 1723689700.156 | 215.668 | 125.325 | 42.672 | -87 | -81 | -67 | -82 | -73 | -84 | -77 | -77 |
| C | 1723690228.149 | 114.627 | 20.808 | 42.672 | -100 | -100 | -88 | -73 | -75 | -78 | -82 | -86 |
| D | 1723690150.157 | 148.590 | 42.041 | 42.672 | -88 | -88 | -85 | -81 | -88 | -89 | -90 | -82 |
| E | 1723690119.136 | 168.119 | 101.080 | 42.672 | -86 | -86 | -90 | -82 | -91 | -73 | -71 | -89 |
| F | 1723690209.179 | 168.119 | 7.007 | 42.672 | -100 | -100 | -86 | -73 | -76 | -100 | -100 | -100 |
| G | 1723690166.159 | 201.233 | 95.401 | 42.672 | -82 | -79 | -100 | -100 | -100 | -77 | -80 | -87 |
| H | 1723690081.150 | 224.159 | 78.587 | 42.672 | -80 | -100 | -90 | -100 | -88 | -100 | -100 | -87 |
| I | 1723689699.141 | 217.366 | 121.358 | 42.672 | -87 | -76 | -66 | -83 | -72 | -73 | -74 | -77 |
| J | 1723689872.137 | 197.837 | 48.344 | 42.672 | -100 | -90 | -92 | -87 | -86 | -100 | -92 | -80 |
| K | 1723689863.130 | 186.799 | 62.464 | 42.672 | -84 | -89 | -83 | -79 | -78 | -88 | -91 | -73 |
| L | 1723689860.130 | 179.157 | 76.398 | 42.672 | -85 | -82 | -84 | -81 | -80 | -78 | -82 | -74 |
| M | 1723690043.175 | 146.043 | 86.204 | 42.672 | -84 | -82 | -84 | -78 | -79 | -86 | -83 | -77 |
| N | 1723689773.148 | 222.461 | 113.448 | 42.672 | -78 | -85 | -76 | -100 | -79 | -75 | -77 | -78 |
| O | 1723689918.135 | 174.063 | 107.278 | 42.672 | -81 | -84 | -87 | -100 | -89 | -75 | -74 | -87 |
| P | 1723690054.123 | 163.024 | 102.341 | 42.672 | -88 | -80 | -100 | -85 | -100 | -80 | -76 | -84 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723689963.162
- **Target RSSI fingerprint:** [-81, -79, -91, -83, -91, -79, -84, -88]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
190.1952411304329,
84.77117538452148,
42.672000000000004
] | 16 |
37,491 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723693089.152 | 127.363 | 53.519 | 60.960 | -81 | -81 | -82 | -71 | -77 | -72 | -74 | -62 |
| B | 1723693657.145 | 196.139 | 48.317 | 60.960 | -83 | -73 | -85 | -83 | -78 | -73 | -85 | -83 |
| C | 1723693339.151 | 210.573 | 62.795 | 60.960 | -71 | -75 | -77 | -73 | -73 | -73 | -63 | -65 |
| D | 1723693342.144 | 220.762 | 73.412 | 60.960 | -81 | -79 | -71 | -79 | -80 | -74 | -62 | -68 |
| E | 1723693092.147 | 123.117 | 60.871 | 60.960 | -78 | -100 | -76 | -71 | -72 | -69 | -75 | -63 |
| F | 1723693490.159 | 118.023 | 56.532 | 60.960 | -82 | -81 | -84 | -75 | -79 | -72 | -76 | -64 |
| G | 1723693203.158 | 132.457 | 36.069 | 60.960 | -100 | -69 | -74 | -100 | -66 | -100 | -100 | -76 |
| H | 1723693415.139 | 155.383 | 51.954 | 60.960 | -81 | -78 | -82 | -78 | -77 | -77 | -69 | -62 |
| I | 1723693625.149 | 193.592 | 88.075 | 60.960 | -70 | -75 | -69 | -77 | -70 | -75 | -64 | -64 |
| J | 1723693466.155 | 164.723 | 16.495 | 60.960 | -84 | -70 | -81 | -79 | -75 | -72 | -83 | -75 |
| K | 1723693090.165 | 125.665 | 57.461 | 60.960 | -82 | -100 | -82 | -70 | -77 | -73 | -76 | -63 |
| L | 1723693209.155 | 135.854 | 37.303 | 60.960 | -80 | -76 | -82 | -78 | -83 | -76 | -73 | -64 |
| M | 1723693318.130 | 170.666 | 79.689 | 60.960 | -83 | -79 | -76 | -84 | -75 | -82 | -83 | -82 |
| N | 1723693354.146 | 219.913 | 96.515 | 60.960 | -77 | -80 | -73 | -70 | -71 | -71 | -64 | -69 |
| O | 1723693612.137 | 143.496 | 42.452 | 60.960 | -82 | -80 | -83 | -79 | -76 | -77 | -70 | -62 |
| P | 1723693287.157 | 123.967 | 46.446 | 60.960 | -77 | -80 | -81 | -69 | -77 | -68 | -75 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693220.161
- **Target RSSI fingerprint:** [-82, -78, -84, -77, -81, -76, -66, -63]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
176.60986412239637,
72.12450504302979,
60.96
] | 16 |
16,963 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722828710.153 | 128.208 | 64.547 | 42.672 | -87 | -83 | -79 | -86 | -76 | -73 | -77 | -75 |
| B | 1722828465.158 | 2.547 | 54.647 | 42.672 | -95 | -87 | -91 | -88 | -89 | -100 | -77 | -85 |
| C | 1722828480.132 | 33.113 | 85.939 | 42.672 | -87 | -86 | -88 | -88 | -78 | -80 | -88 | -77 |
| D | 1722828970.162 | 21.227 | 48.264 | 42.672 | -82 | -83 | -84 | -85 | -87 | -72 | -76 | -74 |
| E | 1722828778.151 | 33.963 | 38.444 | 42.672 | -93 | -85 | -89 | -88 | -95 | -80 | -85 | -86 |
| F | 1722828813.144 | 129.058 | 63.884 | 42.672 | -86 | -79 | -73 | -74 | -77 | -69 | -84 | -75 |
| G | 1722828789.162 | 78.114 | 73.412 | 42.672 | -90 | -85 | -87 | -85 | -89 | -88 | -74 | -78 |
| H | 1722829016.152 | 125.661 | 58.257 | 42.672 | -89 | -100 | -87 | -100 | -79 | -100 | -84 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828870.137
- **Target RSSI fingerprint:** [-92, -90, -81, -86, -83, -86, -80, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
31.415314792195126,
85.46123504638672,
42.672000000000004
] | 8 |
16,730 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1732000039.223 | 141.793 | 122.273 | 42.672 | -82 | -87 | -79 | -85 | -79 | -76 | -88 | -83 |
| B | 1732000027.225 | 113.774 | 99.342 | 42.672 | -87 | -78 | -84 | -77 | -82 | -80 | -74 | -85 |
| C | 1732000225.234 | 5.943 | 11.280 | 42.672 | -85 | -84 | -87 | -85 | -79 | -75 | -75 | -77 |
| D | 1731999886.217 | 32.264 | 133.991 | 42.672 | -92 | -89 | -87 | -83 | -86 | -81 | -84 | -86 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1732000126.209
- **Target RSSI fingerprint:** [-93, -86, -88, -81, -81, -77, -84, -82]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
122.2650125200525,
158.87296676635742,
42.672000000000004
] | 4 |
39,849 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724128987.130 | 13.585 | 95.573 | 51.816 | -71 | -83 | -100 | -82 | -83 | -74 | -67 | -79 |
| B | 1724128645.141 | 94.249 | 24.510 | 51.816 | -86 | -100 | -62 | -84 | -77 | -82 | -77 | -65 |
| C | 1724128550.146 | 102.739 | 57.925 | 51.816 | -87 | -82 | -75 | -77 | -80 | -74 | -80 | -72 |
| D | 1724128704.142 | 29.718 | 56.028 | 51.816 | -70 | -85 | -100 | -80 | -81 | -75 | -65 | -70 |
| E | 1724128563.154 | 132.457 | 65.104 | 51.816 | -100 | -81 | -67 | -83 | -79 | -77 | -100 | -71 |
| F | 1724128880.137 | 54.342 | 66.949 | 51.816 | -100 | -85 | -72 | -80 | -78 | -76 | -63 | -72 |
| G | 1724128544.134 | 75.569 | 44.695 | 51.816 | -79 | -82 | -79 | -77 | -77 | -84 | -66 | -78 |
| H | 1724128239.112 | 1.698 | 117.722 | 51.816 | -74 | -92 | -100 | -100 | -100 | -100 | -71 | -85 |
| I | 1724128605.126 | 40.756 | 30.389 | 51.816 | -74 | -69 | -100 | -72 | -78 | -77 | -67 | -75 |
| J | 1724128538.130 | 49.247 | 31.729 | 51.816 | -75 | -70 | -78 | -77 | -75 | -80 | -68 | -64 |
| K | 1724128504.151 | 101.890 | 92.574 | 51.816 | -100 | -81 | -71 | -80 | -81 | -73 | -75 | -73 |
| L | 1724128624.147 | 58.587 | 72.470 | 51.816 | -78 | -89 | -100 | -80 | -80 | -84 | -66 | -74 |
| M | 1724128583.136 | 98.494 | 22.719 | 51.816 | -100 | -78 | -83 | -81 | -84 | -82 | -76 | -80 |
| N | 1724128764.145 | 109.532 | 28.279 | 51.816 | -100 | -80 | -76 | -80 | -82 | -79 | -85 | -76 |
| O | 1724128639.147 | 84.909 | 47.933 | 51.816 | -85 | -100 | -63 | -87 | -79 | -79 | -77 | -67 |
| P | 1724128465.161 | 93.399 | 20.609 | 51.816 | -86 | -86 | -76 | -84 | -83 | -85 | -100 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128612.127
- **Target RSSI fingerprint:** [-73, -67, -100, -73, -74, -81, -66, -60]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
28.868924131079375,
55.536532402038574,
51.816
] | 16 |
15,619 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723008023.159 | 25.472 | 41.510 | 51.816 | -69 | -82 | -67 | -78 | -72 | -74 | -77 | -68 |
| B | 1723008293.178 | 153.680 | 11.386 | 51.816 | -91 | -91 | -89 | -76 | -85 | -91 | -90 | -82 |
| C | 1723008352.147 | 15.283 | 84.293 | 51.816 | -89 | -83 | -84 | -82 | -77 | -73 | -70 | -79 |
| D | 1723008598.151 | 124.812 | 88.314 | 51.816 | -91 | -86 | -85 | -78 | -85 | -79 | -69 | -77 |
| E | 1723008171.147 | 157.077 | 16.588 | 51.816 | -81 | -81 | -74 | -100 | -83 | -73 | -71 | -100 |
| F | 1723008517.152 | 151.982 | 20.702 | 51.816 | -92 | -92 | -88 | -78 | -84 | -87 | -89 | -81 |
| G | 1723007971.147 | 100.189 | 0.080 | 51.816 | -88 | -84 | -89 | -77 | -78 | -83 | -88 | -81 |
| H | 1723008322.139 | 57.736 | 40.063 | 51.816 | -81 | -84 | -72 | -79 | -74 | -85 | -87 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008231.148
- **Target RSSI fingerprint:** [-78, -75, -74, -77, -75, -81, -88, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
10.188746521604683,
82.8469705581665,
51.816
] | 8 |
41,475 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723689625.148 | 138.401 | 41.457 | 42.672 | -81 | -80 | -81 | -81 | -77 | -69 | -84 | -69 |
| B | 1723690220.143 | 151.986 | 3.517 | 42.672 | -100 | -100 | -88 | -89 | -100 | -69 | -85 | -75 |
| C | 1723690154.148 | 160.477 | 54.090 | 42.672 | -86 | -81 | -83 | -84 | -85 | -84 | -74 | -77 |
| D | 1723690181.171 | 231.800 | 96.860 | 42.672 | -91 | -87 | -81 | -84 | -79 | -100 | -82 | -87 |
| E | 1723689662.157 | 185.101 | 68.183 | 42.672 | -92 | -86 | -86 | -84 | -74 | -81 | -72 | -78 |
| F | 1723690068.130 | 194.441 | 48.609 | 42.672 | -91 | -100 | -75 | -85 | -76 | -83 | -69 | -79 |
| G | 1723690173.153 | 221.611 | 114.444 | 42.672 | -75 | -73 | -100 | -76 | -100 | -100 | -76 | -78 |
| H | 1723690157.151 | 170.666 | 63.990 | 42.672 | -83 | -80 | -84 | -81 | -83 | -78 | -76 | -76 |
| I | 1723689804.153 | 182.553 | 26.634 | 42.672 | -100 | -100 | -84 | -88 | -90 | -79 | -88 | -80 |
| J | 1723689951.134 | 148.590 | 43.288 | 42.672 | -100 | -100 | -81 | -88 | -81 | -82 | -76 | -84 |
| K | 1723689742.143 | 140.948 | 41.735 | 42.672 | -84 | -79 | -75 | -80 | -77 | -79 | -77 | -85 |
| L | 1723689866.145 | 194.441 | 49.459 | 42.672 | -91 | -90 | -77 | -88 | -76 | -83 | -72 | -84 |
| M | 1723689992.304 | 226.706 | 75.548 | 42.672 | -93 | -89 | -100 | -88 | -80 | -100 | -88 | -92 |
| N | 1723690236.147 | 76.418 | 38.126 | 42.672 | -80 | -89 | -82 | -100 | -100 | -70 | -85 | -75 |
| O | 1723689829.149 | 127.363 | 56.107 | 42.672 | -71 | -68 | -79 | -75 | -75 | -66 | -83 | -66 |
| P | 1723690102.142 | 208.026 | 134.973 | 42.672 | -71 | -71 | -85 | -67 | -81 | -84 | -78 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723689577.131
- **Target RSSI fingerprint:** [-80, -86, -100, -100, -76, -82, -100, -83]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
10.18903077484462,
76.38429641723633,
42.672000000000004
] | 16 |
32,528 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723691587.154 | 127.363 | 69.139 | 51.816 | -75 | -82 | -83 | -78 | -77 | -75 | -74 | -70 |
| B | 1723691328.180 | 191.893 | 52.086 | 51.816 | -77 | -100 | -82 | -100 | -100 | -77 | -77 | -81 |
| C | 1723691513.135 | 164.723 | 96.476 | 51.816 | -75 | -80 | -74 | -100 | -83 | -100 | -76 | -75 |
| D | 1723691359.137 | 203.781 | 137.985 | 51.816 | -78 | -67 | -82 | -70 | -69 | -75 | -100 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691752.152
- **Target RSSI fingerprint:** [-100, -68, -82, -70, -72, -73, -76, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
218.21507905591932,
114.47028160095215,
51.816
] | 4 |
27,795 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725939379.156 | 101.888 | 35.419 | 42.672 | -76 | -83 | -84 | -75 | -76 | -70 | -77 | -60 |
| B | 1725939315.154 | 4.245 | 22.347 | 42.672 | -60 | -78 | -74 | -77 | -70 | -77 | -73 | -77 |
| C | 1725939364.147 | 77.265 | 71.872 | 42.672 | -100 | -76 | -77 | -76 | -74 | -63 | -74 | -64 |
| D | 1725939893.148 | 56.038 | 11.612 | 42.672 | -74 | -74 | -65 | -75 | -77 | -83 | -77 | -82 |
| E | 1725939693.156 | 61.982 | 70.081 | 42.672 | -73 | -83 | -79 | -75 | -76 | -70 | -76 | -62 |
| F | 1725939554.157 | 33.114 | 115.081 | 42.672 | -100 | -76 | -81 | -74 | -69 | -70 | -73 | -71 |
| G | 1725939742.151 | 11.038 | 75.296 | 42.672 | -75 | -76 | -78 | -77 | -71 | -81 | -72 | -66 |
| H | 1725939700.151 | 55.189 | 32.420 | 42.672 | -75 | -85 | -83 | -76 | -77 | -87 | -70 | -64 |
| I | 1725939772.170 | 57.737 | 88.275 | 42.672 | -100 | -77 | -84 | -77 | -76 | -63 | -77 | -66 |
| J | 1725939603.156 | 41.604 | 52.259 | 42.672 | -68 | -81 | -79 | -75 | -72 | -84 | -72 | -64 |
| K | 1725939593.155 | 86.605 | 31.517 | 42.672 | -78 | -83 | -75 | -76 | -73 | -83 | -71 | -62 |
| L | 1725939368.153 | 91.699 | 58.416 | 42.672 | -79 | -81 | -80 | -76 | -74 | -67 | -74 | -63 |
| M | 1725939322.152 | 1.698 | 25.413 | 42.672 | -100 | -78 | -70 | -74 | -100 | -82 | -74 | -81 |
| N | 1725939471.162 | 106.134 | 46.592 | 42.672 | -75 | -82 | -79 | -78 | -77 | -78 | -78 | -70 |
| O | 1725939491.160 | 63.680 | 69.616 | 42.672 | -69 | -75 | -76 | -73 | -79 | -65 | -76 | -61 |
| P | 1725939524.145 | 1.698 | 23.581 | 42.672 | -73 | -80 | -77 | -81 | -70 | -87 | -75 | -82 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939551.148
- **Target RSSI fingerprint:** [-77, -80, -84, -81, -72, -69, -77, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
22.07576854134618,
124.70174312591553,
42.672000000000004
] | 16 |
43,789 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724123700.158 | 1.698 | 60.818 | 60.960 | -92 | -100 | -100 | -93 | -92 | -100 | -90 | -77 |
| B | 1724123499.402 | 33.963 | 56.572 | 60.960 | -82 | -73 | -81 | -79 | -82 | -73 | -77 | -67 |
| C | 1724123221.178 | 10.189 | 42.611 | 60.960 | -83 | -82 | -84 | -76 | -81 | -80 | -80 | -66 |
| D | 1724123097.187 | 105.287 | 57.753 | 60.960 | -82 | -83 | -79 | -75 | -82 | -75 | -76 | -62 |
| E | 1724123295.137 | 37.360 | 28.677 | 60.960 | -82 | -84 | -81 | -81 | -80 | -71 | -79 | -65 |
| F | 1724123156.146 | 78.116 | 82.714 | 60.960 | -77 | -74 | -78 | -72 | -80 | -71 | -74 | -67 |
| G | 1724123496.134 | 21.227 | 49.445 | 60.960 | -70 | -69 | -75 | -77 | -71 | -78 | -75 | -67 |
| H | 1724123564.138 | 49.247 | 66.644 | 60.960 | -100 | -82 | -84 | -78 | -83 | -81 | -78 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123094.117
- **Target RSSI fingerprint:** [-83, -86, -85, -86, -83, -81, -78, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
111.23024489435002,
47.57430553436279,
60.96
] | 8 |
3,324 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722828506.166 | 98.491 | 35.883 | 42.672 | -85 | -82 | -80 | -80 | -82 | -88 | -80 | -76 |
| B | 1722828614.173 | 123.114 | 67.334 | 42.672 | -87 | -74 | -79 | -83 | -75 | -70 | -86 | -78 |
| C | 1722828643.142 | 61.133 | 7.763 | 42.672 | -90 | -82 | -79 | -78 | -78 | -74 | -72 | -80 |
| D | 1722828884.138 | 63.680 | 64.640 | 42.672 | -89 | -92 | -90 | -88 | -86 | -79 | -77 | -77 |
| E | 1722828705.160 | 112.925 | 52.299 | 42.672 | -89 | -85 | -81 | -83 | -85 | -85 | -77 | -79 |
| F | 1722828969.148 | 20.378 | 48.570 | 42.672 | -82 | -89 | -85 | -84 | -87 | -79 | -85 | -74 |
| G | 1722828589.168 | 62.831 | 63.618 | 42.672 | -83 | -91 | -85 | -87 | -91 | -88 | -79 | -74 |
| H | 1722828449.140 | 41.604 | 27.125 | 42.672 | -87 | -86 | -91 | -84 | -86 | -74 | -72 | -78 |
| I | 1722829025.144 | 87.453 | 21.657 | 42.672 | -87 | -97 | -81 | -79 | -81 | -68 | -88 | -78 |
| J | 1722828729.156 | 82.359 | 109.534 | 42.672 | -94 | -89 | -77 | -85 | -80 | -73 | -90 | -75 |
| K | 1722828609.157 | 113.774 | 79.237 | 42.672 | -84 | -80 | -82 | -83 | -78 | -79 | -89 | -78 |
| L | 1722828442.141 | 67.925 | 10.922 | 42.672 | -95 | -94 | -96 | -86 | -88 | -88 | -89 | -93 |
| M | 1722828664.159 | 0.849 | 53.267 | 42.672 | -97 | -86 | -81 | -85 | -88 | -100 | -75 | -77 |
| N | 1722828713.146 | 127.359 | 64.388 | 42.672 | -92 | -84 | -83 | -79 | -71 | -84 | -80 | -82 |
| O | 1722828834.179 | 69.623 | 7.790 | 42.672 | -87 | -91 | -84 | -73 | -75 | -72 | -85 | -80 |
| P | 1722828791.181 | 85.755 | 79.808 | 42.672 | -85 | -81 | -86 | -100 | -100 | -100 | -72 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828979.154
- **Target RSSI fingerprint:** [-86, -91, -88, -84, -79, -89, -81, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
23.77375173463415,
46.39324188232422,
42.672000000000004
] | 16 |
19,802 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722999758.133 | 73.868 | 37.781 | 42.672 | -90 | -85 | -82 | -81 | -81 | -83 | -76 | -77 |
| B | 1722999976.139 | 79.812 | 10.961 | 42.672 | -83 | -84 | -88 | -86 | -82 | -81 | -88 | -72 |
| C | 1723000119.151 | 6.792 | 67.029 | 42.672 | -90 | -91 | -88 | -87 | -88 | -91 | -79 | -79 |
| D | 1722999529.158 | 78.114 | 22.918 | 42.672 | -100 | -88 | -76 | -88 | -86 | -88 | -71 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999847.140
- **Target RSSI fingerprint:** [-85, -86, -80, -87, -83, -79, -70, -86]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
138.39714313247518,
27.08484172821045,
42.672000000000004
] | 4 |
10,601 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723003389.184 | 133.303 | 21.684 | 51.816 | -85 | -81 | -82 | -78 | -83 | -74 | -75 | -79 |
| B | 1723002875.154 | 67.925 | 91.858 | 51.816 | -90 | -86 | -84 | -76 | -75 | -86 | -73 | -71 |
| C | 1723003268.151 | 130.756 | 33.202 | 51.816 | -81 | -82 | -86 | -84 | -77 | -68 | -72 | -68 |
| D | 1723002976.147 | 69.623 | 46.353 | 51.816 | -84 | -82 | -75 | -84 | -71 | -83 | -84 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723003151.203
- **Target RSSI fingerprint:** [-74, -100, -76, -76, -78, -80, -69, -62]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
73.86841282840278,
10.32435417175293,
51.816
] | 4 |
3,784 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723008558.173 | 28.019 | 40.767 | 51.816 | -78 | -81 | -71 | -100 | -74 | -69 | -78 | -68 |
| B | 1723008157.150 | 135.850 | 85.342 | 51.816 | -82 | -84 | -86 | -71 | -79 | -80 | -100 | -62 |
| C | 1723008452.137 | 22.925 | 83.484 | 51.816 | -77 | -82 | -85 | -86 | -82 | -75 | -77 | -74 |
| D | 1723008183.136 | 140.944 | 4.777 | 51.816 | -86 | -79 | -73 | -88 | -83 | -70 | -71 | -83 |
| E | 1723008519.140 | 148.586 | 30.402 | 51.816 | -82 | -83 | -88 | -86 | -91 | -85 | -72 | -74 |
| F | 1723008475.196 | 34.812 | 28.478 | 51.816 | -73 | -79 | -73 | -77 | -73 | -66 | -71 | -58 |
| G | 1723008050.152 | 107.831 | 8.971 | 51.816 | -77 | -84 | -88 | -72 | -71 | -85 | -76 | -83 |
| H | 1723007921.156 | 154.529 | 65.781 | 51.816 | -82 | -82 | -78 | -78 | -83 | -82 | -79 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008080.154
- **Target RSSI fingerprint:** [-81, -72, -75, -80, -85, -77, -71, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
139.24620246193066,
42.91640281677246,
51.816
] | 8 |
27,048 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725938246.164 | 41.604 | 15.221 | 30.480 | -73 | -77 | -82 | -70 | -100 | -83 | -73 | -63 |
| B | 1725938073.164 | 72.171 | 67.639 | 30.480 | -100 | -73 | -77 | -72 | -75 | -76 | -70 | -100 |
| C | 1725937689.168 | 14.434 | 102.607 | 30.480 | -100 | -81 | -73 | -77 | -67 | -74 | -50 | -61 |
| D | 1725937759.141 | 41.604 | 47.415 | 30.480 | -70 | -78 | -78 | -74 | -62 | -71 | -70 | -65 |
| E | 1725938274.139 | 80.661 | 4.074 | 30.480 | -75 | -84 | -81 | -72 | -84 | -83 | -80 | -65 |
| F | 1725937626.137 | 61.982 | 76.544 | 30.480 | -74 | -82 | -79 | -80 | -68 | -78 | -84 | -77 |
| G | 1725938063.161 | 101.039 | 42.160 | 30.480 | -72 | -80 | -84 | -75 | -65 | -81 | -77 | -75 |
| H | 1725937897.160 | 3.396 | 40.289 | 30.480 | -100 | -62 | -67 | -100 | -100 | -65 | -56 | -54 |
| I | 1725937860.142 | 61.982 | 66.538 | 30.480 | -68 | -86 | -81 | -76 | -62 | -79 | -81 | -72 |
| J | 1725938045.143 | 96.794 | 5.122 | 30.480 | -75 | -82 | -75 | -69 | -78 | -75 | -81 | -64 |
| K | 1725938256.136 | 63.680 | 10.231 | 30.480 | -76 | -83 | -83 | -68 | -100 | -84 | -78 | -70 |
| L | 1725937656.154 | 25.472 | 14.292 | 30.480 | -76 | -81 | -84 | -73 | -85 | -83 | -71 | -69 |
| M | 1725937647.114 | 50.095 | 9.608 | 30.480 | -79 | -85 | -82 | -75 | -77 | -86 | -85 | -74 |
| N | 1725938138.149 | 13.585 | 98.267 | 30.480 | -100 | -75 | -72 | -100 | -68 | -71 | -50 | -62 |
| O | 1725937586.146 | 90.850 | 7.206 | 30.480 | -75 | -85 | -84 | -82 | -100 | -84 | -83 | -63 |
| P | 1725938148.143 | 20.378 | 120.906 | 30.480 | -72 | -77 | -79 | -100 | -84 | -75 | -66 | -64 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725938057.146
- **Target RSSI fingerprint:** [-73, -84, -85, -77, -62, -83, -79, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
100.19002477521703,
33.61386775970459,
30.48
] | 16 |
35,391 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723691621.132 | 190.195 | 89.111 | 51.816 | -79 | -73 | -84 | -84 | -76 | -80 | -79 | -79 |
| B | 1723691296.151 | 127.363 | 75.960 | 51.816 | -100 | -72 | -75 | -81 | -76 | -77 | -77 | -79 |
| C | 1723691510.150 | 158.779 | 106.588 | 51.816 | -78 | -84 | -79 | -85 | -82 | -84 | -79 | -77 |
| D | 1723691908.136 | 10.189 | 68.382 | 51.816 | -100 | -69 | -78 | -100 | -100 | -76 | -70 | -77 |
| E | 1723691412.148 | 159.628 | 59.637 | 51.816 | -82 | -76 | -83 | -86 | -75 | -79 | -75 | -76 |
| F | 1723691303.138 | 154.534 | 102.952 | 51.816 | -78 | -73 | -82 | -83 | -82 | -81 | -78 | -77 |
| G | 1723691474.146 | 153.685 | 2.574 | 51.816 | -82 | -100 | -84 | -80 | -82 | -79 | -82 | -76 |
| H | 1723691760.150 | 204.630 | 143.347 | 51.816 | -79 | -72 | -82 | -71 | -78 | -76 | -80 | -78 |
| I | 1723691682.143 | 132.457 | 35.127 | 51.816 | -100 | -78 | -77 | -79 | -77 | -69 | -82 | -68 |
| J | 1723691413.136 | 163.024 | 62.795 | 51.816 | -81 | -75 | -84 | -87 | -76 | -79 | -75 | -77 |
| K | 1723691424.144 | 202.932 | 98.798 | 51.816 | -78 | -72 | -80 | -80 | -74 | -83 | -82 | -79 |
| L | 1723691370.136 | 186.799 | 122.884 | 51.816 | -80 | -76 | -86 | -78 | -86 | -81 | -79 | -78 |
| M | 1723691368.128 | 194.441 | 129.333 | 51.816 | -77 | -79 | -87 | -75 | -81 | -82 | -77 | -79 |
| N | 1723691673.152 | 151.137 | 0.000 | 51.816 | -83 | -100 | -81 | -84 | -81 | -85 | -77 | -84 |
| O | 1723691850.151 | 217.366 | 76.703 | 51.816 | -75 | -100 | -86 | -75 | -80 | -74 | -77 | -72 |
| P | 1723691515.156 | 169.817 | 88.328 | 51.816 | -78 | -100 | -85 | -83 | -76 | -81 | -74 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691648.135
- **Target RSSI fingerprint:** [-77, -100, -85, -79, -85, -79, -81, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
227.55502407387695,
84.25363063812256,
51.816
] | 16 |
9,756 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722841436.165 | 66.227 | 56.797 | 60.960 | -77 | -81 | -70 | -81 | -78 | -77 | -78 | -73 |
| B | 1722840940.166 | 11.887 | 124.742 | 60.960 | -79 | -83 | -77 | -72 | -67 | -73 | -74 | -71 |
| C | 1722840843.147 | 22.925 | 135.915 | 60.960 | -82 | -83 | -85 | -82 | -69 | -71 | -81 | -72 |
| D | 1722841029.176 | 51.793 | 81.785 | 60.960 | -87 | -78 | -76 | -82 | -77 | -78 | -69 | -80 |
| E | 1722841453.181 | 5.943 | 7.126 | 60.960 | -74 | -85 | -68 | -89 | -67 | -78 | -86 | -72 |
| F | 1722840846.158 | 33.963 | 146.107 | 60.960 | -77 | -75 | -84 | -79 | -71 | -72 | -76 | -72 |
| G | 1722841004.178 | 123.114 | 104.464 | 60.960 | -78 | -82 | -71 | -77 | -87 | -77 | -75 | -72 |
| H | 1722841278.162 | 83.208 | 114.351 | 60.960 | -76 | -80 | -76 | -76 | -76 | -69 | -65 | -73 |
| I | 1722841201.158 | 136.699 | 117.045 | 60.960 | -78 | -76 | -74 | -71 | -87 | -80 | -71 | -70 |
| J | 1722841380.174 | 76.416 | 122.552 | 60.960 | -85 | -85 | -85 | -79 | -80 | -75 | -73 | -74 |
| K | 1722840965.180 | 57.736 | 106.083 | 60.960 | -85 | -80 | -83 | -78 | -72 | -72 | -71 | -71 |
| L | 1722841159.164 | 39.057 | 94.711 | 60.960 | -100 | -79 | -74 | -80 | -71 | -74 | -71 | -83 |
| M | 1722841036.193 | 26.321 | 108.353 | 60.960 | -85 | -78 | -83 | -70 | -75 | -79 | -68 | -84 |
| N | 1722841337.178 | 59.434 | 165.800 | 60.960 | -80 | -84 | -86 | -83 | -79 | -73 | -76 | -73 |
| O | 1722841011.161 | 95.944 | 81.746 | 60.960 | -73 | -84 | -100 | -75 | -83 | -76 | -74 | -71 |
| P | 1722841053.177 | 36.510 | 147.248 | 60.960 | -86 | -83 | -86 | -86 | -76 | -75 | -84 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722841374.186
- **Target RSSI fingerprint:** [-85, -83, -85, -81, -73, -73, -74, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
53.49094072579891,
102.00939655303955,
60.96
] | 16 |
22,452 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725939780.143 | 84.058 | 60.805 | 42.672 | -79 | -73 | -77 | -75 | -78 | -86 | -80 | -64 |
| B | 1725939828.145 | 3.396 | 46.420 | 42.672 | -79 | -73 | -78 | -69 | -71 | -74 | -69 | -64 |
| C | 1725939846.198 | 39.906 | 18.897 | 42.672 | -75 | -77 | -79 | -100 | -74 | -74 | -67 | -77 |
| D | 1725939883.156 | 59.435 | 12.076 | 42.672 | -64 | -78 | -77 | -77 | -62 | -69 | -67 | -77 |
| E | 1725939298.154 | 52.642 | 20.848 | 42.672 | -81 | -76 | -81 | -75 | -78 | -74 | -78 | -71 |
| F | 1725939404.151 | 28.019 | 59.398 | 42.672 | -78 | -75 | -73 | -71 | -75 | -80 | -77 | -69 |
| G | 1725939698.147 | 57.737 | 42.439 | 42.672 | -80 | -100 | -72 | -72 | -76 | -68 | -77 | -59 |
| H | 1725939457.140 | 103.586 | 6.529 | 42.672 | -80 | -79 | -84 | -77 | -79 | -88 | -78 | -86 |
| I | 1725939762.157 | 43.302 | 103.827 | 42.672 | -83 | -77 | -81 | -76 | -77 | -80 | -78 | -68 |
| J | 1725939337.157 | 16.132 | 97.750 | 42.672 | -79 | -70 | -73 | -76 | -80 | -77 | -79 | -68 |
| K | 1725939287.136 | 64.529 | 76.079 | 42.672 | -79 | -100 | -78 | -70 | -100 | -70 | -100 | -70 |
| L | 1725939729.161 | 3.396 | 37.369 | 42.672 | -75 | -67 | -73 | -70 | -68 | -72 | -68 | -74 |
| M | 1725939736.147 | 9.340 | 68.037 | 42.672 | -79 | -68 | -65 | -73 | -74 | -72 | -70 | -67 |
| N | 1725939853.157 | 50.944 | 16.853 | 42.672 | -68 | -74 | -77 | -100 | -71 | -67 | -66 | -86 |
| O | 1725939499.148 | 56.888 | 24.670 | 42.672 | -82 | -79 | -80 | -71 | -77 | -68 | -78 | -67 |
| P | 1725939254.158 | 95.945 | 11.532 | 42.672 | -82 | -76 | -84 | -80 | -78 | -88 | -73 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939394.147
- **Target RSSI fingerprint:** [-80, -74, -77, -72, -76, -77, -76, -64]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
73.01984979060659,
38.324851989746094,
42.672000000000004
] | 16 |
25,505 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725942990.159 | 17.830 | 15.181 | 60.960 | -74 | -77 | -75 | -75 | -72 | -72 | -73 | -71 |
| B | 1725943002.168 | 2.547 | 32.738 | 60.960 | -73 | -78 | -72 | -70 | -77 | -73 | -75 | -70 |
| C | 1725942915.171 | 43.302 | 19.680 | 60.960 | -75 | -76 | -75 | -77 | -71 | -70 | -75 | -81 |
| D | 1725942983.152 | 53.491 | 11.824 | 60.960 | -79 | -73 | -83 | -83 | -68 | -72 | -65 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943079.144
- **Target RSSI fingerprint:** [-78, -77, -73, -71, -76, -74, -70, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
33.11365169551986,
49.61794376373291,
60.96
] | 4 |
8,510 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722838939.177 | 66.227 | 66.803 | 51.816 | -81 | -85 | -80 | -83 | -87 | -83 | -83 | -86 |
| B | 1722838947.174 | 38.208 | 96.383 | 51.816 | -84 | -78 | -78 | -82 | -79 | -85 | -70 | -81 |
| C | 1722839180.167 | 50.095 | 158.647 | 51.816 | -83 | -91 | -83 | -87 | -81 | -79 | -85 | -76 |
| D | 1722838790.168 | 103.586 | 92.083 | 51.816 | -71 | -71 | -82 | -71 | -78 | -72 | -71 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722838803.166
- **Target RSSI fingerprint:** [-74, -91, -71, -79, -91, -80, -91, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
135.8500088938735,
117.27033138275146,
51.816
] | 4 |
14,706 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731999748.230 | 101.888 | 87.173 | 42.672 | -79 | -77 | -77 | -63 | -74 | -75 | -73 | -65 |
| B | 1731999535.224 | 8.491 | 24.590 | 42.672 | -92 | -87 | -71 | -86 | -80 | -81 | -78 | -92 |
| C | 1731999951.229 | 109.529 | 92.534 | 42.672 | -80 | -79 | -78 | -64 | -73 | -100 | -72 | -63 |
| D | 1731999874.221 | 58.585 | 158.979 | 42.672 | -92 | -90 | -89 | -90 | -92 | -78 | -88 | -70 |
| E | 1731999725.220 | 118.020 | 137.494 | 42.672 | -90 | -90 | -100 | -88 | -84 | -79 | -81 | -65 |
| F | 1731999933.232 | 142.643 | 133.540 | 42.672 | -87 | -91 | -100 | -88 | -88 | -72 | -81 | -56 |
| G | 1732000138.239 | 142.643 | 132.359 | 42.672 | -89 | -90 | -100 | -86 | -95 | -74 | -83 | -59 |
| H | 1731999564.230 | 47.548 | 105.380 | 42.672 | -87 | -82 | -79 | -89 | -84 | -75 | -72 | -73 |
| I | 1731999519.204 | 4.245 | 13.576 | 42.672 | -94 | -96 | -89 | -93 | -91 | -85 | -89 | -85 |
| J | 1731999976.217 | 39.906 | 111.113 | 42.672 | -86 | -88 | -86 | -84 | -79 | -87 | -75 | -84 |
| K | 1731999696.227 | 50.095 | 103.628 | 42.672 | -92 | -92 | -85 | -89 | -92 | -79 | -81 | -69 |
| L | 1731999682.224 | 24.623 | 134.230 | 42.672 | -79 | -86 | -84 | -79 | -74 | -72 | -74 | -73 |
| M | 1732000039.223 | 141.793 | 122.273 | 42.672 | -84 | -82 | -79 | -87 | -79 | -76 | -83 | -88 |
| N | 1731999973.229 | 50.944 | 97.935 | 42.672 | -85 | -82 | -85 | -83 | -79 | -85 | -73 | -76 |
| O | 1731999621.228 | 90.850 | 91.844 | 42.672 | -91 | -89 | -85 | -87 | -83 | -86 | -85 | -87 |
| P | 1731999907.251 | 71.321 | 115.638 | 42.672 | -86 | -89 | -86 | -82 | -77 | -75 | -74 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731999734.234
- **Target RSSI fingerprint:** [-85, -88, -100, -78, -81, -72, -79, -57]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
139.24626425894866,
118.902587890625,
42.672000000000004
] | 16 |
18,588 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722833647.135 | 22.925 | 76.875 | 60.960 | -84 | -82 | -100 | -85 | -78 | -88 | -85 | -84 |
| B | 1722833923.153 | 36.510 | 88.606 | 60.960 | -90 | -91 | -78 | -83 | -77 | -83 | -82 | -84 |
| C | 1722833817.162 | 64.529 | 8.599 | 60.960 | -88 | -91 | -84 | -86 | -78 | -83 | -82 | -71 |
| D | 1722833118.146 | 66.227 | 6.927 | 60.960 | -95 | -100 | -89 | -102 | -102 | -83 | -102 | -84 |
| E | 1722833886.163 | 129.907 | 63.618 | 60.960 | -78 | -81 | -80 | -76 | -79 | -66 | -76 | -78 |
| F | 1722833793.181 | 131.605 | 63.233 | 60.960 | -87 | -95 | -82 | -82 | -87 | -74 | -81 | -73 |
| G | 1722833688.157 | 128.208 | 61.707 | 60.960 | -78 | -83 | -100 | -78 | -81 | -69 | -77 | -78 |
| H | 1722833464.156 | 51.793 | 79.118 | 60.960 | -85 | -71 | -86 | -83 | -83 | -91 | -76 | -88 |
| I | 1722833943.149 | 17.830 | 46.645 | 60.960 | -89 | -76 | -86 | -89 | -77 | -85 | -75 | -88 |
| J | 1722833830.135 | 11.038 | 50.029 | 60.960 | -89 | -94 | -83 | -85 | -76 | -83 | -77 | -83 |
| K | 1722833946.154 | 32.264 | 37.276 | 60.960 | -79 | -76 | -85 | -88 | -77 | -87 | -75 | -86 |
| L | 1722833682.153 | 106.982 | 42.306 | 60.960 | -89 | -79 | -79 | -79 | -81 | -64 | -75 | -78 |
| M | 1722833498.154 | 125.661 | 67.321 | 60.960 | -85 | -88 | -82 | -81 | -82 | -79 | -79 | -69 |
| N | 1722833499.154 | 122.265 | 70.691 | 60.960 | -88 | -90 | -83 | -85 | -81 | -84 | -77 | -70 |
| O | 1722833710.135 | 77.265 | 117.403 | 60.960 | -92 | -78 | -78 | -81 | -81 | -86 | -84 | -87 |
| P | 1722833695.147 | 125.661 | 66.538 | 60.960 | -84 | -91 | -83 | -82 | -82 | -82 | -80 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833842.153
- **Target RSSI fingerprint:** [-81, -86, -87, -86, -78, -82, -83, -85]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
16.132188565757527,
71.31501197814941,
60.96
] | 16 |
21,841 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725943434.166 | 45.001 | 94.180 | 60.960 | -76 | -69 | -74 | -75 | -79 | -77 | -81 | -69 |
| B | 1725943207.149 | 8.491 | 60.181 | 60.960 | -72 | -73 | -76 | -64 | -79 | -72 | -79 | -73 |
| C | 1725943148.163 | 97.643 | 43.660 | 60.960 | -80 | -80 | -74 | -75 | -69 | -100 | -73 | -75 |
| D | 1725942971.174 | 59.435 | 37.993 | 60.960 | -71 | -71 | -79 | -75 | -78 | -77 | -70 | -63 |
| E | 1725942806.155 | 36.510 | 8.453 | 60.960 | -100 | -100 | -100 | -84 | -79 | -80 | -68 | -90 |
| F | 1725942804.160 | 34.812 | 7.272 | 60.960 | -100 | -100 | -100 | -82 | -81 | -76 | -75 | -100 |
| G | 1725943366.157 | 64.529 | 68.595 | 60.960 | -75 | -69 | -78 | -79 | -75 | -76 | -77 | -63 |
| H | 1725943293.169 | 5.943 | 48.490 | 60.960 | -76 | -70 | -75 | -81 | -76 | -67 | -74 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943224.150
- **Target RSSI fingerprint:** [-82, -83, -72, -68, -76, -75, -78, -85]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
20.37763181262761,
114.01908874511719,
60.96
] | 8 |
1,101 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723004802.156 | 131.605 | 43.912 | 60.960 | -85 | -81 | -86 | -84 | -66 | -86 | -74 | -66 |
| B | 1723004443.153 | 8.491 | 57.209 | 60.960 | -77 | -76 | -76 | -79 | -76 | -75 | -71 | -80 |
| C | 1723005015.149 | 123.114 | 82.621 | 60.960 | -84 | -83 | -79 | -84 | -83 | -82 | -70 | -58 |
| D | 1723004974.168 | 1.698 | 81.692 | 60.960 | -83 | -73 | -80 | -83 | -72 | -85 | -77 | -83 |
| E | 1723004773.134 | 60.283 | 90.305 | 60.960 | -82 | -85 | -88 | -84 | -77 | -87 | -70 | -81 |
| F | 1723004600.156 | 115.472 | 11.399 | 60.960 | -86 | -80 | -79 | -73 | -73 | -68 | -84 | -67 |
| G | 1723004852.160 | 67.076 | 91.114 | 60.960 | -90 | -86 | -84 | -84 | -84 | -84 | -82 | -75 |
| H | 1723004684.141 | 53.491 | 11.452 | 60.960 | -78 | -77 | -74 | -77 | -75 | -73 | -73 | -58 |
| I | 1723004382.138 | 117.171 | 10.271 | 60.960 | -84 | -82 | -72 | -68 | -75 | -67 | -84 | -73 |
| J | 1723004558.134 | 77.265 | 93.331 | 60.960 | -80 | -78 | -81 | -78 | -76 | -71 | -68 | -75 |
| K | 1723004191.153 | 72.170 | 1.526 | 60.960 | -91 | -100 | -91 | -90 | -100 | -92 | -91 | -72 |
| L | 1723004467.145 | 61.982 | 12.487 | 60.960 | -75 | -76 | -71 | -69 | -73 | -70 | -70 | -100 |
| M | 1723004634.146 | 66.227 | 90.570 | 60.960 | -89 | -88 | -85 | -83 | -84 | -80 | -84 | -76 |
| N | 1723004747.137 | 11.038 | 46.314 | 60.960 | -84 | -84 | -82 | -79 | -81 | -76 | -84 | -75 |
| O | 1723004667.156 | 14.434 | 28.916 | 60.960 | -75 | -79 | -73 | -77 | -81 | -83 | -71 | -78 |
| P | 1723004626.176 | 69.623 | 72.947 | 60.960 | -85 | -91 | -83 | -82 | -78 | -79 | -76 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004643.129
- **Target RSSI fingerprint:** [-83, -81, -75, -77, -84, -70, -86, -100]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
28.019053100050776,
86.69538021087646,
60.96
] | 16 |
42,073 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723691720.145 | 185.101 | 65.038 | 51.816 | -84 | -100 | -86 | -75 | -80 | -80 | -76 | -80 |
| B | 1723691580.166 | 154.534 | 92.800 | 51.816 | -84 | -82 | -83 | -86 | -78 | -81 | -72 | -77 |
| C | 1723691466.153 | 160.477 | 8.002 | 51.816 | -84 | -100 | -84 | -82 | -78 | -75 | -73 | -77 |
| D | 1723691415.285 | 170.666 | 69.338 | 51.816 | -83 | -80 | -83 | -76 | -79 | -78 | -78 | -77 |
| E | 1723691418.134 | 180.855 | 78.906 | 51.816 | -80 | -76 | -82 | -77 | -79 | -78 | -77 | -78 |
| F | 1723691738.146 | 220.762 | 83.099 | 51.816 | -83 | -70 | -77 | -76 | -81 | -77 | -80 | -78 |
| G | 1723691455.155 | 199.535 | 52.484 | 51.816 | -84 | -82 | -79 | -85 | -77 | -76 | -74 | -73 |
| H | 1723691601.177 | 138.401 | 41.709 | 51.816 | -100 | -100 | -78 | -80 | -100 | -80 | -75 | -82 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691750.144
- **Target RSSI fingerprint:** [-83, -69, -70, -82, -77, -73, -80, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
222.46050860953642,
106.20283603668213,
51.816
] | 8 |
22,141 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725939295.135 | 55.189 | 36.109 | 42.672 | -72 | -83 | -75 | -77 | -79 | -78 | -78 | -59 |
| B | 1725939734.152 | 8.491 | 62.265 | 42.672 | -76 | -60 | -72 | -71 | -72 | -77 | -74 | -70 |
| C | 1725939230.147 | 47.548 | 18.486 | 42.672 | -100 | -74 | -100 | -100 | -65 | -69 | -69 | -80 |
| D | 1725939968.149 | 30.566 | 9.847 | 42.672 | -100 | -80 | -100 | -100 | -100 | -80 | -85 | -100 |
| E | 1725939782.146 | 90.850 | 53.546 | 42.672 | -75 | -82 | -76 | -77 | -80 | -82 | -79 | -62 |
| F | 1725939619.159 | 5.094 | 56.293 | 42.672 | -76 | -80 | -76 | -77 | -72 | -76 | -74 | -62 |
| G | 1725939325.167 | 4.245 | 38.192 | 42.672 | -73 | -74 | -76 | -69 | -73 | -69 | -72 | -74 |
| H | 1725939740.132 | 9.340 | 69.762 | 42.672 | -69 | -62 | -72 | -67 | -77 | -74 | -75 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939365.174
- **Target RSSI fingerprint:** [-78, -85, -76, -75, -79, -82, -78, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
81.51052999881665,
68.1301212310791,
42.672000000000004
] | 8 |
3,138 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722841192.160 | 117.171 | 147.102 | 60.960 | -82 | -88 | -84 | -82 | -82 | -76 | -85 | -83 |
| B | 1722840620.175 | 2.547 | 5.839 | 60.960 | -80 | -98 | -84 | -100 | -73 | -69 | -88 | -86 |
| C | 1722840841.197 | 15.283 | 129.638 | 60.960 | -89 | -83 | -83 | -87 | -87 | -88 | -78 | -90 |
| D | 1722841400.169 | 125.661 | 136.857 | 60.960 | -75 | -86 | -73 | -79 | -74 | -71 | -70 | -67 |
| E | 1722840963.154 | 50.944 | 99.899 | 60.960 | -100 | -71 | -81 | -72 | -84 | -82 | -71 | -73 |
| F | 1722841237.155 | 38.208 | 95.069 | 60.960 | -83 | -76 | -80 | -79 | -81 | -73 | -83 | -69 |
| G | 1722841543.165 | 0.849 | 1.022 | 60.960 | -89 | -98 | -97 | -100 | -87 | -83 | -93 | -93 |
| H | 1722841110.145 | 109.529 | 161.155 | 60.960 | -84 | -91 | -72 | -75 | -77 | -77 | -78 | -71 |
| I | 1722840926.167 | 60.283 | 166.782 | 60.960 | -83 | -79 | -82 | -75 | -85 | -79 | -74 | -78 |
| J | 1722840618.176 | 2.547 | 3.596 | 60.960 | -86 | -95 | -88 | -100 | -82 | -80 | -90 | -84 |
| K | 1722840868.170 | 85.755 | 109.693 | 60.960 | -80 | -73 | -75 | -67 | -74 | -81 | -75 | -64 |
| L | 1722840930.159 | 45.000 | 153.684 | 60.960 | -87 | -75 | -83 | -71 | -88 | -87 | -74 | -79 |
| M | 1722841336.186 | 63.680 | 168.985 | 60.960 | -85 | -80 | -81 | -73 | -86 | -86 | -73 | -75 |
| N | 1722840808.146 | 55.189 | 55.722 | 60.960 | -76 | -72 | -77 | -73 | -75 | -100 | -72 | -75 |
| O | 1722841545.191 | 1.698 | 0.000 | 60.960 | -85 | -99 | -98 | -100 | -82 | -81 | -90 | -92 |
| P | 1722841383.171 | 87.453 | 132.027 | 60.960 | -100 | -82 | -76 | -72 | -84 | -76 | -77 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722841210.167
- **Target RSSI fingerprint:** [-78, -90, -78, -76, -72, -78, -72, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
118.01969461723886,
101.45204067230225,
60.96
] | 16 |
37,430 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723691666.137 | 160.477 | 10.391 | 51.816 | -83 | -80 | -85 | -100 | -82 | -76 | -79 | -74 |
| B | 1723691530.160 | 191.893 | 51.701 | 51.816 | -100 | -76 | -76 | -77 | -100 | -75 | -71 | -72 |
| C | 1723691514.149 | 167.270 | 92.242 | 51.816 | -85 | -79 | -82 | -83 | -76 | -78 | -80 | -75 |
| D | 1723691766.147 | 200.384 | 137.468 | 51.816 | -84 | -78 | -71 | -83 | -85 | -80 | -76 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691838.123
- **Target RSSI fingerprint:** [-83, -80, -85, -85, -75, -80, -86, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
226.70593816315352,
101.62455558776855,
51.816
] | 4 |
12,318 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723010238.151 | 135.001 | 70.731 | 60.960 | -81 | -82 | -81 | -79 | -75 | -76 | -79 | -79 |
| B | 1723010127.140 | 103.586 | 11.187 | 60.960 | -88 | -80 | -85 | -74 | -75 | -82 | -75 | -68 |
| C | 1723010250.141 | 157.077 | 10.868 | 60.960 | -84 | -77 | -78 | -73 | -71 | -77 | -83 | -66 |
| D | 1723010299.232 | 56.038 | 84.731 | 60.960 | -84 | -64 | -76 | -100 | -100 | -75 | -74 | -74 |
| E | 1723010055.148 | 85.755 | 38.166 | 60.960 | -79 | -77 | -79 | -82 | -85 | -75 | -69 | -76 |
| F | 1723010208.148 | 29.717 | 84.174 | 60.960 | -87 | -87 | -90 | -74 | -71 | -81 | -73 | -84 |
| G | 1723010320.140 | 10.189 | 64.706 | 60.960 | -79 | -82 | -76 | -76 | -76 | -71 | -75 | -81 |
| H | 1723010458.159 | 132.454 | 87.200 | 60.960 | -85 | -74 | -84 | -80 | -70 | -80 | -80 | -78 |
| I | 1723009894.166 | 70.472 | 6.516 | 60.960 | -83 | -81 | -79 | -76 | -79 | -77 | -75 | -69 |
| J | 1723010355.144 | 123.963 | 10.032 | 60.960 | -78 | -77 | -76 | -72 | -71 | -76 | -75 | -63 |
| K | 1723010561.168 | 207.171 | 5.733 | 60.960 | -97 | -101 | -98 | -97 | -95 | -94 | -100 | -97 |
| L | 1723009914.175 | 153.680 | 9.488 | 60.960 | -75 | -100 | -79 | -76 | -75 | -83 | -78 | -57 |
| M | 1723010204.143 | 10.189 | 83.139 | 60.960 | -84 | -86 | -85 | -73 | -72 | -82 | -72 | -86 |
| N | 1723010213.146 | 55.189 | 84.798 | 60.960 | -81 | -66 | -82 | -77 | -70 | -82 | -70 | -100 |
| O | 1723009809.161 | 144.341 | 6.290 | 60.960 | -72 | -100 | -67 | -100 | -100 | -65 | -83 | -57 |
| P | 1723010025.146 | 158.775 | 11.147 | 60.960 | -82 | -78 | -77 | -74 | -72 | -78 | -83 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010061.161
- **Target RSSI fingerprint:** [-84, -75, -78, -84, -84, -76, -72, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
74.71747491862172,
65.13101577758789,
60.96
] | 16 |
20,776 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723008275.168 | 106.133 | 8.520 | 51.816 | -87 | -84 | -74 | -78 | -86 | -71 | -71 | -81 |
| B | 1723008490.180 | 67.925 | 7.577 | 51.816 | -90 | -81 | -75 | -79 | -80 | -76 | -79 | -85 |
| C | 1723008598.151 | 124.812 | 88.314 | 51.816 | -88 | -91 | -78 | -85 | -85 | -79 | -69 | -77 |
| D | 1723008196.143 | 101.038 | 0.955 | 51.816 | -88 | -92 | -79 | -81 | -87 | -82 | -88 | -83 |
| E | 1723007829.150 | 206.322 | 2.083 | 51.816 | -92 | -95 | -87 | -100 | -90 | -93 | -88 | -87 |
| F | 1723008558.173 | 28.019 | 40.767 | 51.816 | -81 | -71 | -78 | -78 | -69 | -74 | -100 | -68 |
| G | 1723007994.162 | 66.227 | 84.240 | 51.816 | -85 | -72 | -71 | -81 | -76 | -100 | -83 | -67 |
| H | 1723008060.148 | 152.831 | 8.254 | 51.816 | -72 | -74 | -67 | -76 | -74 | -73 | -71 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008363.167
- **Target RSSI fingerprint:** [-89, -87, -100, -84, -86, -74, -69, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
69.62310123096533,
87.31908798217773,
51.816
] | 8 |
32,857 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724128944.155 | 125.665 | 35.963 | 51.816 | -77 | -75 | -78 | -80 | -73 | -100 | -64 | -70 |
| B | 1724128549.150 | 97.645 | 55.722 | 51.816 | -82 | -81 | -80 | -77 | -78 | -80 | -73 | -74 |
| C | 1724128947.134 | 112.079 | 28.837 | 51.816 | -87 | -83 | -83 | -83 | -82 | -100 | -76 | -74 |
| D | 1724128239.112 | 1.698 | 117.722 | 51.816 | -100 | -92 | -87 | -100 | -100 | -71 | -100 | -85 |
| E | 1724128483.128 | 137.552 | 45.318 | 51.816 | -81 | -73 | -79 | -74 | -79 | -100 | -80 | -69 |
| F | 1724128518.144 | 37.360 | 59.053 | 51.816 | -100 | -83 | -84 | -81 | -81 | -67 | -77 | -81 |
| G | 1724128841.151 | 135.005 | 40.302 | 51.816 | -83 | -100 | -82 | -77 | -77 | -100 | -80 | -75 |
| H | 1724128649.146 | 95.098 | 23.356 | 51.816 | -84 | -83 | -100 | -87 | -77 | -100 | -84 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128585.158
- **Target RSSI fingerprint:** [-84, -76, -83, -82, -81, -63, -75, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
89.15403040480396,
18.32639217376709,
51.816
] | 8 |
35,184 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723689972.143 | 220.762 | 114.046 | 42.672 | -85 | -84 | -100 | -76 | -100 | -100 | -76 | -80 |
| B | 1723690225.145 | 129.061 | 14.239 | 42.672 | -85 | -93 | -84 | -89 | -100 | -72 | -86 | -76 |
| C | 1723690167.163 | 205.479 | 99.249 | 42.672 | -87 | -86 | -86 | -100 | -100 | -100 | -89 | -100 |
| D | 1723689748.151 | 145.194 | 36.892 | 42.672 | -100 | -80 | -71 | -70 | -74 | -100 | -75 | -83 |
| E | 1723689991.153 | 229.253 | 79.211 | 42.672 | -88 | -86 | -100 | -89 | -82 | -100 | -88 | -91 |
| F | 1723689684.152 | 233.499 | 84.532 | 42.672 | -80 | -84 | -100 | -85 | -80 | -100 | -84 | -100 |
| G | 1723689838.145 | 126.514 | 70.519 | 42.672 | -82 | -85 | -76 | -79 | -72 | -73 | -82 | -74 |
| H | 1723689880.151 | 219.913 | 72.708 | 42.672 | -86 | -84 | -100 | -91 | -84 | -87 | -86 | -91 |
| I | 1723689794.142 | 218.215 | 65.450 | 42.672 | -89 | -89 | -84 | -80 | -80 | -78 | -89 | -80 |
| J | 1723689606.135 | 134.156 | 23.542 | 42.672 | -89 | -88 | -82 | -89 | -100 | -76 | -90 | -80 |
| K | 1723689874.168 | 201.233 | 53.639 | 42.672 | -84 | -89 | -85 | -86 | -84 | -75 | -78 | -79 |
| L | 1723689807.189 | 171.515 | 16.017 | 42.672 | -88 | -82 | -82 | -89 | -89 | -83 | -86 | -78 |
| M | 1723689577.131 | 10.189 | 76.384 | 42.672 | -85 | -100 | -100 | -100 | -76 | -82 | -100 | -83 |
| N | 1723689631.194 | 125.665 | 64.030 | 42.672 | -80 | -78 | -78 | -72 | -74 | -70 | -76 | -66 |
| O | 1723689949.165 | 144.345 | 38.192 | 42.672 | -100 | -88 | -81 | -83 | -84 | -80 | -85 | -86 |
| P | 1723689755.155 | 164.723 | 57.487 | 42.672 | -82 | -86 | -78 | -78 | -81 | -79 | -75 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723689941.171
- **Target RSSI fingerprint:** [-86, -83, -73, -86, -76, -80, -75, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
135.85374366459493,
48.476691246032715,
42.672000000000004
] | 16 |
710 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723008485.151 | 50.095 | 6.078 | 51.816 | -81 | -73 | -71 | -84 | -80 | -79 | -78 | -85 |
| B | 1723008498.151 | 104.435 | 9.966 | 51.816 | -78 | -88 | -87 | -73 | -78 | -75 | -73 | -81 |
| C | 1723008168.147 | 152.831 | 31.026 | 51.816 | -85 | -81 | -77 | -70 | -80 | -74 | -74 | -73 |
| D | 1723008590.157 | 85.755 | 87.332 | 51.816 | -84 | -88 | -87 | -72 | -83 | -77 | -75 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008182.141
- **Target RSSI fingerprint:** [-85, -75, -70, -86, -77, -69, -81, -83]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
146.03870014300045,
5.507206916809082,
51.816
] | 4 |
31,244 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723693495.131 | 117.174 | 59.066 | 60.960 | -75 | -77 | -100 | -75 | -68 | -73 | -68 | -63 |
| B | 1723693250.162 | 221.611 | 72.881 | 60.960 | -82 | -77 | -78 | -81 | -78 | -82 | -74 | -100 |
| C | 1723693496.164 | 118.023 | 60.168 | 60.960 | -74 | -75 | -100 | -76 | -68 | -75 | -68 | -63 |
| D | 1723693670.138 | 149.439 | 3.225 | 60.960 | -100 | -83 | -72 | -81 | -76 | -80 | -74 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693290.149
- **Target RSSI fingerprint:** [-77, -83, -81, -76, -72, -75, -71, -63]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
118.02293804333219,
57.819037437438965,
60.96
] | 4 |
20,892 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723003075.139 | 78.963 | 6.741 | 51.816 | -84 | -80 | -72 | -82 | -73 | -81 | -74 | -67 |
| B | 1723003064.162 | 116.322 | 10.351 | 51.816 | -78 | -77 | -79 | -78 | -76 | -85 | -77 | -75 |
| C | 1723003313.149 | 68.774 | 90.239 | 51.816 | -88 | -78 | -85 | -85 | -90 | -72 | -72 | -73 |
| D | 1723003196.143 | 63.680 | 45.172 | 51.816 | -76 | -78 | -77 | -73 | -72 | -81 | -67 | -62 |
| E | 1723003092.174 | 69.623 | 85.023 | 51.816 | -85 | -72 | -84 | -83 | -89 | -76 | -71 | -70 |
| F | 1723003424.145 | 15.283 | 43.699 | 51.816 | -81 | -90 | -73 | -76 | -77 | -86 | -87 | -80 |
| G | 1723003366.144 | 60.283 | 10.696 | 51.816 | -84 | -100 | -84 | -84 | -88 | -69 | -84 | -63 |
| H | 1723003299.151 | 76.416 | 25.824 | 51.816 | -87 | -76 | -79 | -82 | -82 | -78 | -73 | -70 |
| I | 1723003152.183 | 78.963 | 10.550 | 51.816 | -87 | -80 | -83 | -80 | -84 | -71 | -82 | -75 |
| J | 1723003349.160 | 19.528 | 30.097 | 51.816 | -75 | -83 | -74 | -76 | -75 | -69 | -85 | -76 |
| K | 1723003414.135 | 61.982 | 45.212 | 51.816 | -74 | -81 | -75 | -69 | -74 | -100 | -69 | -62 |
| L | 1723003584.185 | 68.774 | 1.500 | 51.816 | -104 | -100 | -104 | -98 | -106 | -89 | -102 | -94 |
| M | 1723003108.141 | 27.170 | 87.664 | 51.816 | -86 | -91 | -85 | -87 | -76 | -88 | -81 | -73 |
| N | 1723003124.147 | 9.340 | 65.197 | 51.816 | -81 | -83 | -80 | -78 | -70 | -69 | -87 | -77 |
| O | 1723003023.149 | 83.208 | 93.689 | 51.816 | -85 | -74 | -80 | -82 | -84 | -67 | -76 | -71 |
| P | 1723002980.181 | 50.944 | 45.239 | 51.816 | -84 | -87 | -77 | -79 | -74 | -87 | -78 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723002802.141
- **Target RSSI fingerprint:** [-81, -69, -86, -82, -69, -73, -76, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
97.64215488811863,
45.06620407104492,
51.816
] | 16 |
17,608 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723010250.141 | 157.077 | 10.868 | 60.960 | -82 | -84 | -73 | -71 | -83 | -78 | -77 | -66 |
| B | 1723010262.147 | 131.605 | 5.242 | 60.960 | -84 | -78 | -86 | -92 | -82 | -69 | -67 | -67 |
| C | 1723010319.142 | 7.642 | 70.015 | 60.960 | -74 | -75 | -75 | -75 | -74 | -76 | -72 | -75 |
| D | 1723010469.144 | 167.265 | 50.494 | 60.960 | -80 | -69 | -76 | -70 | -79 | -73 | -78 | -100 |
| E | 1723010038.155 | 121.416 | 6.887 | 60.960 | -86 | -79 | -84 | -86 | -84 | -71 | -67 | -76 |
| F | 1723009908.153 | 136.699 | 7.710 | 60.960 | -85 | -83 | -75 | -72 | -79 | -84 | -82 | -63 |
| G | 1723010481.157 | 208.020 | 8.719 | 60.960 | -73 | -74 | -78 | -74 | -82 | -81 | -89 | -60 |
| H | 1723009963.152 | 21.227 | 51.463 | 60.960 | -81 | -88 | -76 | -79 | -68 | -73 | -72 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010341.173
- **Target RSSI fingerprint:** [-81, -82, -73, -78, -71, -77, -75, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
56.887168403950625,
7.948956489562988,
60.96
] | 8 |
37,073 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724126943.140 | 67.927 | 42.452 | 42.672 | -100 | -100 | -100 | -90 | -78 | -81 | -78 | -64 |
| B | 1724126997.155 | 55.191 | 1.327 | 42.672 | -100 | -90 | -100 | -100 | -100 | -85 | -70 | -62 |
| C | 1724126941.141 | 59.436 | 38.033 | 42.672 | -100 | -100 | -100 | -83 | -72 | -68 | -73 | -64 |
| D | 1724126653.169 | 44.152 | 63.260 | 42.672 | -74 | -83 | -75 | -75 | -82 | -81 | -75 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724126668.127
- **Target RSSI fingerprint:** [-71, -79, -79, -75, -76, -72, -83, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
79.81408471629774,
62.39731788635254,
42.672000000000004
] | 4 |
44,431 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723689772.168 | 222.461 | 113.011 | 42.672 | -85 | -76 | -76 | -100 | -74 | -84 | -79 | -78 |
| B | 1723690008.159 | 165.572 | 11.970 | 42.672 | -87 | -87 | -100 | -92 | -100 | -79 | -76 | -85 |
| C | 1723689738.178 | 132.457 | 58.164 | 42.672 | -84 | -85 | -70 | -75 | -67 | -80 | -77 | -76 |
| D | 1723690111.157 | 196.988 | 126.719 | 42.672 | -87 | -70 | -72 | -84 | -72 | -81 | -75 | -80 |
| E | 1723689942.308 | 137.552 | 44.429 | 42.672 | -82 | -83 | -82 | -76 | -78 | -86 | -84 | -77 |
| F | 1723690068.130 | 194.441 | 48.609 | 42.672 | -100 | -85 | -91 | -76 | -100 | -81 | -79 | -69 |
| G | 1723689968.138 | 208.026 | 102.036 | 42.672 | -89 | -100 | -80 | -100 | -77 | -87 | -88 | -89 |
| H | 1723689684.152 | 233.499 | 84.532 | 42.672 | -80 | -85 | -100 | -80 | -100 | -84 | -100 | -84 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723689966.162
- **Target RSSI fingerprint:** [-85, -100, -80, -80, -75, -84, -86, -86]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
200.3842719052775,
94.89647388458252,
42.672000000000004
] | 8 |
24,269 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725943121.150 | 75.567 | 5.958 | 60.960 | -77 | -80 | -78 | -74 | -74 | -76 | -72 | -69 |
| B | 1725943163.167 | 65.378 | 69.046 | 60.960 | -84 | -82 | -81 | -76 | -75 | -75 | -79 | -71 |
| C | 1725943048.144 | 103.586 | 45.637 | 60.960 | -67 | -68 | -72 | -76 | -74 | -77 | -75 | -61 |
| D | 1725943308.156 | 12.736 | 17.849 | 60.960 | -77 | -79 | -77 | -75 | -75 | -67 | -76 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943275.157
- **Target RSSI fingerprint:** [-72, -72, -74, -76, -74, -78, -76, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
51.79314752376184,
39.01491165161133,
60.96
] | 4 |
23,721 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725939721.141 | 0.000 | 20.808 | 42.672 | -76 | -74 | -73 | -76 | -71 | -74 | -73 | -81 |
| B | 1725939669.152 | 104.435 | 33.375 | 42.672 | -76 | -76 | -75 | -78 | -68 | -77 | -73 | -61 |
| C | 1725939356.147 | 50.944 | 98.360 | 42.672 | -75 | -73 | -77 | -75 | -72 | -76 | -74 | -66 |
| D | 1725939496.145 | 60.284 | 40.992 | 42.672 | -77 | -71 | -73 | -77 | -77 | -77 | -73 | -60 |
| E | 1725939810.146 | 39.906 | 53.931 | 42.672 | -72 | -71 | -77 | -73 | -74 | -76 | -64 | -67 |
| F | 1725939371.146 | 101.888 | 48.543 | 42.672 | -72 | -71 | -74 | -79 | -77 | -77 | -68 | -60 |
| G | 1725939341.160 | 20.378 | 116.846 | 42.672 | -100 | -78 | -75 | -74 | -70 | -79 | -77 | -69 |
| H | 1725939273.180 | 89.152 | 59.531 | 42.672 | -69 | -73 | -76 | -74 | -78 | -76 | -70 | -67 |
| I | 1725939078.119 | 30.566 | 11.280 | 42.672 | -100 | -100 | -100 | -100 | -100 | -62 | -100 | -100 |
| J | 1725939856.192 | 58.586 | 15.115 | 42.672 | -100 | -100 | -79 | -68 | -73 | -73 | -60 | -83 |
| K | 1725939864.146 | 95.945 | 6.038 | 42.672 | -74 | -100 | -83 | -74 | -77 | -75 | -73 | -79 |
| L | 1725939619.159 | 5.094 | 56.293 | 42.672 | -77 | -76 | -76 | -72 | -77 | -76 | -74 | -62 |
| M | 1725939710.156 | 50.944 | 12.195 | 42.672 | -77 | -85 | -84 | -77 | -84 | -77 | -71 | -86 |
| N | 1725939325.167 | 4.245 | 38.192 | 42.672 | -76 | -76 | -73 | -73 | -69 | -69 | -72 | -74 |
| O | 1725939527.150 | 4.245 | 35.498 | 42.672 | -77 | -74 | -79 | -77 | -69 | -76 | -74 | -79 |
| P | 1725939388.178 | 96.794 | 27.629 | 42.672 | -77 | -73 | -75 | -73 | -79 | -76 | -69 | -61 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939350.180
- **Target RSSI fingerprint:** [-71, -75, -73, -74, -70, -73, -72, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
32.26458479119826,
112.73186206817627,
42.672000000000004
] | 16 |
40,742 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724123608.114 | 8.491 | 52.856 | 60.960 | -77 | -79 | -76 | -76 | -78 | -86 | -74 | -78 |
| B | 1724123064.139 | 33.114 | 4.618 | 60.960 | -75 | -79 | -74 | -72 | -71 | -76 | -78 | -76 |
| C | 1724123413.158 | 25.473 | 9.953 | 60.960 | -76 | -80 | -76 | -81 | -76 | -78 | -76 | -78 |
| D | 1724123345.123 | 100.192 | 73.823 | 60.960 | -78 | -79 | -72 | -75 | -81 | -76 | -76 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123349.165
- **Target RSSI fingerprint:** [-78, -83, -72, -74, -82, -70, -79, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
109.53207321657369,
56.01426601409912,
60.96
] | 4 |
21,149 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722833846.146 | 31.415 | 85.475 | 60.960 | -75 | -75 | -80 | -83 | -85 | -79 | -81 | -78 |
| B | 1722834010.158 | 67.925 | 4.990 | 60.960 | -84 | -88 | -81 | -84 | -87 | -79 | -82 | -81 |
| C | 1722833915.175 | 67.925 | 113.329 | 60.960 | -80 | -86 | -84 | -80 | -84 | -86 | -81 | -83 |
| D | 1722833731.168 | 19.528 | 74.925 | 60.960 | -78 | -85 | -88 | -85 | -81 | -83 | -83 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833589.150
- **Target RSSI fingerprint:** [-82, -80, -81, -80, -85, -79, -79, -86]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
123.11407063341271,
70.00124454498291,
60.96
] | 4 |
1,457 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723010303.170 | 36.510 | 83.895 | 60.960 | -74 | -79 | -77 | -69 | -79 | -72 | -74 | -77 |
| B | 1723010338.140 | 47.547 | 7.033 | 60.960 | -83 | -86 | -85 | -78 | -83 | -75 | -83 | -69 |
| C | 1723010442.190 | 85.755 | 86.470 | 60.960 | -100 | -82 | -85 | -64 | -85 | -80 | -87 | -72 |
| D | 1723010136.167 | 148.586 | 11.253 | 60.960 | -81 | -86 | -85 | -100 | -86 | -78 | -83 | -60 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010093.157
- **Target RSSI fingerprint:** [-76, -76, -75, -72, -77, -71, -71, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
0,
80.27251720428467,
60.96
] | 4 |
39,390 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724128917.148 | 101.041 | 60.340 | 51.816 | -82 | -82 | -79 | -89 | -81 | -75 | -81 | -73 |
| B | 1724128567.178 | 140.099 | 48.835 | 51.816 | -100 | -81 | -84 | -81 | -75 | -64 | -78 | -71 |
| C | 1724128819.128 | 83.210 | 63.087 | 51.816 | -77 | -78 | -85 | -84 | -81 | -62 | -75 | -65 |
| D | 1724128659.143 | 137.552 | 42.717 | 51.816 | -81 | -83 | -74 | -80 | -78 | -75 | -81 | -73 |
| E | 1724128918.161 | 105.287 | 62.716 | 51.816 | -81 | -81 | -78 | -84 | -81 | -78 | -80 | -70 |
| F | 1724128555.142 | 124.816 | 68.807 | 51.816 | -100 | -80 | -85 | -79 | -77 | -74 | -80 | -67 |
| G | 1724128493.143 | 118.023 | 90.371 | 51.816 | -100 | -80 | -69 | -67 | -80 | -82 | -80 | -73 |
| H | 1724128660.130 | 139.250 | 43.872 | 51.816 | -100 | -83 | -76 | -79 | -80 | -76 | -79 | -71 |
| I | 1724128983.142 | 21.227 | 76.889 | 51.816 | -80 | -84 | -81 | -84 | -76 | -100 | -79 | -82 |
| J | 1724128928.137 | 126.514 | 73.160 | 51.816 | -81 | -77 | -82 | -77 | -81 | -77 | -78 | -67 |
| K | 1724128622.126 | 50.945 | 68.064 | 51.816 | -78 | -80 | -77 | -83 | -84 | -100 | -74 | -74 |
| L | 1724128994.133 | 6.793 | 113.183 | 51.816 | -84 | -82 | -81 | -80 | -81 | -100 | -83 | -81 |
| M | 1724128747.151 | 130.759 | 63.777 | 51.816 | -73 | -100 | -100 | -79 | -73 | -64 | -70 | -64 |
| N | 1724128748.134 | 133.307 | 59.133 | 51.816 | -72 | -100 | -100 | -81 | -72 | -64 | -75 | -64 |
| O | 1724128623.130 | 55.191 | 70.386 | 51.816 | -83 | -82 | -80 | -89 | -90 | -100 | -83 | -82 |
| P | 1724128936.131 | 141.797 | 45.902 | 51.816 | -76 | -79 | -80 | -81 | -75 | -63 | -72 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128386.137
- **Target RSSI fingerprint:** [-77, -80, -100, -88, -100, -80, -76, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
8.490860038552757,
106.2559175491333,
51.816
] | 16 |
13,935 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722841039.162 | 15.283 | 119.911 | 60.960 | -81 | -77 | -75 | -81 | -71 | -82 | -81 | -71 |
| B | 1722840849.164 | 45.000 | 155.489 | 60.960 | -85 | -83 | -76 | -84 | -84 | -75 | -74 | -77 |
| C | 1722841389.159 | 109.529 | 150.884 | 60.960 | -83 | -86 | -87 | -77 | -73 | -81 | -70 | -72 |
| D | 1722840929.172 | 49.246 | 156.922 | 60.960 | -100 | -78 | -74 | -100 | -79 | -73 | -71 | -75 |
| E | 1722841150.144 | 12.736 | 123.733 | 60.960 | -80 | -85 | -85 | -85 | -83 | -77 | -81 | -84 |
| F | 1722840976.168 | 99.340 | 141.436 | 60.960 | -83 | -86 | -84 | -78 | -75 | -83 | -73 | -72 |
| G | 1722840840.181 | 11.887 | 127.170 | 60.960 | -84 | -81 | -87 | -87 | -78 | -80 | -83 | -78 |
| H | 1722841064.180 | 54.340 | 149.915 | 60.960 | -100 | -80 | -74 | -74 | -81 | -76 | -71 | -77 |
| I | 1722841112.157 | 104.435 | 170.113 | 60.960 | -78 | -77 | -86 | -76 | -74 | -78 | -73 | -73 |
| J | 1722840818.169 | 61.982 | 68.130 | 60.960 | -77 | -87 | -84 | -68 | -83 | -81 | -83 | -79 |
| K | 1722841103.153 | 128.208 | 129.877 | 60.960 | -77 | -83 | -90 | -83 | -87 | -78 | -78 | -74 |
| L | 1722841342.179 | 41.604 | 149.597 | 60.960 | -85 | -82 | -76 | -88 | -82 | -73 | -72 | -77 |
| M | 1722841412.187 | 129.907 | 111.484 | 60.960 | -71 | -82 | -91 | -82 | -78 | -73 | -78 | -79 |
| N | 1722841347.177 | 22.076 | 132.744 | 60.960 | -77 | -78 | -69 | -73 | -75 | -72 | -71 | -74 |
| O | 1722840967.197 | 65.378 | 112.705 | 60.960 | -85 | -83 | -75 | -79 | -80 | -72 | -73 | -72 |
| P | 1722840619.165 | 2.547 | 4.764 | 60.960 | -78 | -90 | -96 | -66 | -85 | -90 | -100 | -84 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722841174.150
- **Target RSSI fingerprint:** [-82, -83, -79, -82, -78, -72, -73, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
73.01937940347152,
117.48265743255615,
60.96
] | 16 |
13,400 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722839005.190 | 122.265 | 107.795 | 51.816 | -83 | -87 | -88 | -83 | -77 | -70 | -78 | -76 |
| B | 1722838985.164 | 74.718 | 127.900 | 51.816 | -71 | -80 | -76 | -86 | -73 | -66 | -73 | -68 |
| C | 1722839166.154 | 12.736 | 127.077 | 51.816 | -84 | -86 | -83 | -86 | -85 | -88 | -85 | -88 |
| D | 1722838772.154 | 54.340 | 154.719 | 51.816 | -72 | -85 | -85 | -85 | -81 | -68 | -79 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722839265.179
- **Target RSSI fingerprint:** [-77, -78, -77, -81, -72, -80, -86, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
14.434063444974061,
125.21928787231445,
51.816
] | 4 |
41,997 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724123569.152 | 29.718 | 56.280 | 60.960 | -82 | -83 | -80 | -74 | -75 | -82 | -68 | -65 |
| B | 1724123478.118 | 21.227 | 19.123 | 60.960 | -82 | -82 | -100 | -72 | -79 | -79 | -76 | -67 |
| C | 1724123305.138 | 17.831 | 21.312 | 60.960 | -77 | -74 | -81 | -78 | -78 | -71 | -77 | -74 |
| D | 1724123149.124 | 46.700 | 66.498 | 60.960 | -75 | -70 | -72 | -75 | -76 | -75 | -72 | -65 |
| E | 1724123502.142 | 45.851 | 64.361 | 60.960 | -81 | -81 | -74 | -77 | -80 | -77 | -78 | -66 |
| F | 1724123097.187 | 105.287 | 57.753 | 60.960 | -79 | -83 | -76 | -100 | -75 | -82 | -75 | -62 |
| G | 1724123146.128 | 33.963 | 58.854 | 60.960 | -79 | -72 | -75 | -77 | -80 | -79 | -69 | -67 |
| H | 1724123081.129 | 84.909 | 31.530 | 60.960 | -83 | -83 | -78 | -85 | -76 | -84 | -74 | -67 |
| I | 1724123409.143 | 17.831 | 26.342 | 60.960 | -74 | -77 | -79 | -83 | -75 | -70 | -83 | -77 |
| J | 1724123118.153 | 42.454 | 31.836 | 60.960 | -81 | -84 | -79 | -74 | -83 | -79 | -70 | -64 |
| K | 1724123400.166 | 9.340 | 41.443 | 60.960 | -83 | -82 | -79 | -69 | -80 | -73 | -82 | -66 |
| L | 1724123073.147 | 50.945 | 13.854 | 60.960 | -83 | -83 | -78 | -79 | -79 | -78 | -82 | -68 |
| M | 1724123413.158 | 25.473 | 9.953 | 60.960 | -81 | -80 | -76 | -84 | -76 | -76 | -78 | -78 |
| N | 1724123240.127 | 31.416 | 0.345 | 60.960 | -79 | -79 | -75 | -83 | -79 | -70 | -83 | -76 |
| O | 1724123379.158 | 57.738 | 43.766 | 60.960 | -82 | -78 | -80 | -80 | -79 | -72 | -74 | -65 |
| P | 1724123471.134 | 45.002 | 31.238 | 60.960 | -81 | -81 | -78 | -74 | -79 | -81 | -67 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123069.146
- **Target RSSI fingerprint:** [-82, -81, -81, -74, -80, -78, -80, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
36.51069107219123,
7.311978340148926,
60.96
] | 16 |
42,387 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724123143.143 | 19.529 | 51.662 | 60.960 | -82 | -77 | -69 | -76 | -78 | -73 | -75 | -68 |
| B | 1724123430.143 | 67.927 | 21.087 | 60.960 | -78 | -80 | -76 | -85 | -80 | -77 | -70 | -67 |
| C | 1724123165.141 | 91.701 | 84.519 | 60.960 | -85 | -82 | -82 | -86 | -80 | -81 | -83 | -79 |
| D | 1724123253.111 | 67.927 | 22.361 | 60.960 | -77 | -77 | -77 | -85 | -77 | -79 | -73 | -67 |
| E | 1724123564.138 | 49.247 | 66.644 | 60.960 | -100 | -84 | -83 | -82 | -78 | -78 | -81 | -69 |
| F | 1724123238.123 | 30.567 | 0.650 | 60.960 | -100 | -78 | -73 | -83 | -100 | -76 | -81 | -77 |
| G | 1724123114.141 | 60.285 | 40.753 | 60.960 | -79 | -74 | -79 | -77 | -80 | -77 | -70 | -63 |
| H | 1724123174.136 | 113.778 | 47.800 | 60.960 | -72 | -84 | -86 | -83 | -73 | -77 | -73 | -71 |
| I | 1724123367.128 | 74.720 | 20.476 | 60.960 | -75 | -82 | -80 | -80 | -77 | -78 | -66 | -63 |
| J | 1724123248.138 | 48.398 | 12.156 | 60.960 | -75 | -81 | -76 | -74 | -73 | -76 | -79 | -67 |
| K | 1724123540.148 | 84.059 | 27.642 | 60.960 | -74 | -100 | -100 | -100 | -74 | -100 | -66 | -62 |
| L | 1724123702.161 | 0.849 | 62.756 | 60.960 | -95 | -100 | -79 | -79 | -89 | -92 | -100 | -79 |
| M | 1724123382.132 | 50.945 | 56.585 | 60.960 | -81 | -81 | -79 | -74 | -75 | -77 | -81 | -63 |
| N | 1724123135.140 | 7.642 | 45.079 | 60.960 | -86 | -76 | -70 | -66 | -78 | -75 | -100 | -63 |
| O | 1724123513.142 | 90.003 | 88.208 | 60.960 | -80 | -82 | -83 | -84 | -76 | -77 | -74 | -65 |
| P | 1724123590.150 | 29.718 | 1.937 | 60.960 | -84 | -80 | -81 | -84 | -78 | -75 | -76 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123291.147
- **Target RSSI fingerprint:** [-100, -100, -100, -74, -100, -78, -64, -63]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
54.34149368884276,
37.67460346221924,
60.96
] | 16 |
4,306 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722828672.158 | 28.019 | 84.798 | 42.672 | -89 | -81 | -81 | -84 | -87 | -78 | -76 | -78 |
| B | 1722828535.151 | 67.925 | 117.231 | 42.672 | -83 | -95 | -79 | -87 | -81 | -87 | -80 | -79 |
| C | 1722828987.181 | 66.227 | 71.567 | 42.672 | -88 | -82 | -85 | -80 | -79 | -73 | -75 | -75 |
| D | 1722828530.146 | 81.510 | 102.527 | 42.672 | -86 | -88 | -77 | -83 | -75 | -90 | -79 | -75 |
| E | 1722828739.168 | 71.321 | 118.903 | 42.672 | -87 | -93 | -80 | -84 | -76 | -93 | -75 | -79 |
| F | 1722828677.172 | 31.415 | 86.974 | 42.672 | -93 | -91 | -87 | -88 | -100 | -94 | -85 | -86 |
| G | 1722828640.151 | 66.227 | 7.670 | 42.672 | -96 | -90 | -85 | -78 | -88 | -78 | -88 | -82 |
| H | 1722828341.157 | 66.227 | 8.878 | 42.672 | -99 | -93 | -102 | -92 | -93 | -83 | -95 | -95 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828591.140
- **Target RSSI fingerprint:** [-86, -89, -87, -86, -90, -75, -90, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
70.47219264195122,
70.10740756988525,
42.672000000000004
] | 8 |
2,601 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1732000119.220 | 95.095 | 135.942 | 42.672 | -83 | -90 | -87 | -80 | -83 | -83 | -76 | -81 |
| B | 1731999595.216 | 31.415 | 147.354 | 42.672 | -87 | -94 | -88 | -91 | -90 | -89 | -90 | -91 |
| C | 1731999550.241 | 73.019 | 75.508 | 42.672 | -100 | -89 | -81 | -89 | -78 | -86 | -76 | -78 |
| D | 1732000162.238 | 87.453 | 74.792 | 42.672 | -100 | -83 | -80 | -69 | -74 | -63 | -76 | -72 |
| E | 1731999685.233 | 26.321 | 127.037 | 42.672 | -90 | -82 | -87 | -89 | -74 | -92 | -88 | -73 |
| F | 1731999383.242 | 8.491 | 8.798 | 42.672 | -91 | -100 | -83 | -87 | -102 | -84 | -92 | -94 |
| G | 1732000004.215 | 61.982 | 166.039 | 42.672 | -100 | -79 | -86 | -79 | -79 | -100 | -100 | -76 |
| H | 1731999742.235 | 124.812 | 105.407 | 42.672 | -100 | -82 | -82 | -80 | -78 | -60 | -75 | -75 |
| I | 1732000078.213 | 61.982 | 160.970 | 42.672 | -71 | -88 | -84 | -84 | -80 | -64 | -74 | -78 |
| J | 1732000121.238 | 104.435 | 143.294 | 42.672 | -73 | -88 | -85 | -82 | -82 | -77 | -70 | -79 |
| K | 1731999802.217 | 65.378 | 151.189 | 42.672 | -83 | -85 | -89 | -87 | -76 | -88 | -80 | -78 |
| L | 1731999768.208 | 52.642 | 98.917 | 42.672 | -84 | -85 | -81 | -91 | -80 | -77 | -83 | -71 |
| M | 1731999573.231 | 20.378 | 133.951 | 42.672 | -73 | -84 | -89 | -91 | -78 | -82 | -77 | -79 |
| N | 1732000127.237 | 122.265 | 159.284 | 42.672 | -77 | -91 | -86 | -87 | -82 | -83 | -73 | -82 |
| O | 1731999745.210 | 113.774 | 96.117 | 42.672 | -100 | -83 | -82 | -70 | -78 | -65 | -75 | -75 |
| P | 1731999553.222 | 73.019 | 75.827 | 42.672 | -100 | -86 | -82 | -85 | -77 | -87 | -80 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1732000122.228
- **Target RSSI fingerprint:** [-73, -88, -85, -82, -82, -77, -70, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
108.68001112893555,
146.98270797729492,
42.672000000000004
] | 16 |
33,848 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724129839.158 | 48.398 | 62.172 | 60.960 | -80 | -85 | -75 | -75 | -78 | -78 | -71 | -70 |
| B | 1724129907.139 | 109.532 | 91.128 | 60.960 | -100 | -82 | -80 | -74 | -81 | -71 | -75 | -66 |
| C | 1724129809.137 | 55.191 | 16.097 | 60.960 | -78 | -73 | -100 | -100 | -80 | -73 | -76 | -70 |
| D | 1724130385.127 | 28.869 | 62.397 | 60.960 | -69 | -81 | -100 | -80 | -82 | -75 | -75 | -64 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724130506.130
- **Target RSSI fingerprint:** [-80, -92, -100, -91, -94, -100, -94, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
0.8490859942826379,
123.10929775238037,
60.96
] | 4 |
44,526 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723691651.150 | 216.517 | 71.448 | 51.816 | -83 | -80 | -87 | -100 | -88 | -79 | -79 | -74 |
| B | 1723691737.128 | 217.366 | 79.503 | 51.816 | -80 | -79 | -85 | -77 | -77 | -82 | -76 | -77 |
| C | 1723691316.153 | 174.912 | 84.519 | 51.816 | -78 | -78 | -100 | -100 | -75 | -75 | -78 | -100 |
| D | 1723691574.162 | 176.610 | 112.825 | 51.816 | -100 | -77 | -87 | -79 | -86 | -77 | -82 | -78 |
| E | 1723691860.142 | 180.855 | 36.228 | 51.816 | -86 | -78 | -86 | -100 | -84 | -68 | -78 | -73 |
| F | 1723691485.165 | 126.514 | 49.061 | 51.816 | -84 | -100 | -82 | -74 | -80 | -81 | -71 | -68 |
| G | 1723691481.132 | 135.854 | 31.252 | 51.816 | -85 | -100 | -79 | -76 | -78 | -81 | -74 | -66 |
| H | 1723691301.136 | 146.892 | 96.038 | 51.816 | -79 | -81 | -82 | -72 | -80 | -81 | -81 | -78 |
| I | 1723691899.165 | 45.851 | 51.834 | 51.816 | -100 | -79 | -79 | -72 | -80 | -79 | -77 | -76 |
| J | 1723691463.145 | 170.666 | 19.507 | 51.816 | -84 | -78 | -84 | -100 | -82 | -72 | -75 | -74 |
| K | 1723691731.139 | 198.686 | 59.279 | 51.816 | -81 | -79 | -85 | -75 | -77 | -77 | -80 | -81 |
| L | 1723691722.141 | 189.346 | 56.943 | 51.816 | -77 | -78 | -83 | -100 | -74 | -70 | -83 | -82 |
| M | 1723691250.153 | 68.776 | 53.679 | 51.816 | -78 | -100 | -77 | -78 | -100 | -100 | -76 | -74 |
| N | 1723691893.172 | 74.720 | 39.254 | 51.816 | -83 | -80 | -78 | -73 | -77 | -76 | -77 | -75 |
| O | 1723691613.148 | 159.628 | 61.163 | 51.816 | -84 | -80 | -84 | -76 | -78 | -76 | -78 | -77 |
| P | 1723691684.145 | 127.363 | 43.951 | 51.816 | -81 | -100 | -79 | -77 | -79 | -81 | -68 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691510.150
- **Target RSSI fingerprint:** [-83, -78, -79, -84, -82, -79, -84, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
158.7790653052798,
106.58767700195312,
51.816
] | 16 |
3,073 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722834004.143 | 77.265 | 15.221 | 60.960 | -80 | -88 | -81 | -79 | -82 | -84 | -79 | -88 |
| B | 1722833787.153 | 128.208 | 69.178 | 60.960 | -81 | -82 | -78 | -80 | -100 | -81 | -80 | -74 |
| C | 1722833872.154 | 100.189 | 36.122 | 60.960 | -87 | -85 | -85 | -87 | -86 | -79 | -77 | -75 |
| D | 1722833465.161 | 56.038 | 75.601 | 60.960 | -86 | -88 | -88 | -77 | -86 | -86 | -72 | -89 |
| E | 1722833662.155 | 56.887 | 75.522 | 60.960 | -82 | -87 | -86 | -76 | -81 | -83 | -71 | -83 |
| F | 1722834091.161 | 65.378 | 6.370 | 60.960 | -99 | -84 | -80 | -98 | -94 | -84 | -101 | -85 |
| G | 1722833615.153 | 67.925 | 6.635 | 60.960 | -91 | -85 | -78 | -86 | -81 | -80 | -81 | -81 |
| H | 1722833485.155 | 110.378 | 47.269 | 60.960 | -77 | -77 | -78 | -76 | -77 | -78 | -77 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833971.150
- **Target RSSI fingerprint:** [-83, -82, -83, -76, -82, -74, -79, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
101.88750673110017,
91.07460498809814,
60.96
] | 8 |
36,750 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723697980.148 | 80.663 | 52.020 | 51.816 | -100 | -69 | -75 | -77 | -76 | -69 | -68 | -61 |
| B | 1723698150.135 | 105.287 | 63.260 | 51.816 | -79 | -85 | -78 | -100 | -75 | -78 | -74 | -73 |
| C | 1723698156.168 | 79.814 | 50.255 | 51.816 | -77 | -70 | -76 | -78 | -73 | -72 | -70 | -64 |
| D | 1723698332.150 | 78.965 | 50.242 | 51.816 | -71 | -67 | -74 | -72 | -72 | -71 | -68 | -62 |
| E | 1723698129.150 | 114.627 | 40.873 | 51.816 | -84 | -76 | -73 | -66 | -77 | -74 | -75 | -76 |
| F | 1723698131.157 | 121.419 | 44.827 | 51.816 | -80 | -77 | -73 | -76 | -80 | -74 | -75 | -77 |
| G | 1723698368.157 | 50.096 | 67.214 | 51.816 | -78 | -80 | -78 | -80 | -81 | -72 | -72 | -73 |
| H | 1723698229.142 | 106.136 | 34.875 | 51.816 | -79 | -75 | -78 | -74 | -80 | -73 | -73 | -70 |
| I | 1723698149.169 | 108.683 | 64.839 | 51.816 | -71 | -100 | -75 | -100 | -77 | -75 | -73 | -72 |
| J | 1723698366.152 | 41.605 | 62.955 | 51.816 | -78 | -73 | -77 | -71 | -80 | -74 | -78 | -73 |
| K | 1723698572.142 | 0.000 | 58.974 | 51.816 | -100 | -100 | -100 | -92 | -97 | -96 | -100 | -92 |
| L | 1723698233.157 | 87.456 | 25.917 | 51.816 | -71 | -74 | -76 | -69 | -71 | -74 | -65 | -62 |
| M | 1723698259.151 | 48.398 | 61.681 | 51.816 | -75 | -73 | -77 | -80 | -76 | -74 | -73 | -66 |
| N | 1723698478.138 | 11.887 | 60.062 | 51.816 | -77 | -84 | -100 | -69 | -72 | -100 | -79 | -72 |
| O | 1723698421.140 | 70.474 | 39.201 | 51.816 | -79 | -84 | -76 | -71 | -81 | -71 | -74 | -68 |
| P | 1723697955.139 | 118.023 | 43.567 | 51.816 | -80 | -76 | -73 | -74 | -78 | -74 | -76 | -100 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698165.135
- **Target RSSI fingerprint:** [-77, -83, -76, -79, -80, -75, -82, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
38.20886299157356,
30.283002853393555,
51.816
] | 16 |
2,735 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723003344.164 | 12.736 | 54.236 | 51.816 | -83 | -85 | -82 | -76 | -76 | -83 | -71 | -79 |
| B | 1723003199.163 | 49.246 | 44.973 | 51.816 | -77 | -86 | -73 | -100 | -100 | -80 | -84 | -70 |
| C | 1723003476.152 | 121.416 | 92.136 | 51.816 | -82 | -82 | -83 | -87 | -74 | -83 | -71 | -65 |
| D | 1723002846.144 | 107.831 | 9.143 | 51.816 | -77 | -77 | -76 | -84 | -86 | -77 | -81 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723003456.182
- **Target RSSI fingerprint:** [-86, -80, -87, -80, -80, -79, -69, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
58.58529293287118,
93.78176212310791,
51.816
] | 4 |
43,207 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723691252.125 | 78.116 | 49.353 | 51.816 | -66 | -79 | -78 | -100 | -79 | -77 | -75 | -74 |
| B | 1723691494.145 | 120.570 | 65.025 | 51.816 | -82 | -86 | -79 | -76 | -76 | -73 | -86 | -80 |
| C | 1723691411.131 | 155.383 | 56.386 | 51.816 | -81 | -87 | -82 | -77 | -77 | -76 | -80 | -77 |
| D | 1723691889.173 | 92.550 | 30.947 | 51.816 | -66 | -77 | -80 | -80 | -65 | -72 | -75 | -77 |
| E | 1723691561.154 | 203.781 | 138.702 | 51.816 | -100 | -75 | -85 | -81 | -84 | -68 | -76 | -78 |
| F | 1723691241.152 | 27.171 | 71.288 | 51.816 | -69 | -81 | -79 | -79 | -100 | -78 | -77 | -76 |
| G | 1723691639.136 | 230.102 | 97.710 | 51.816 | -100 | -87 | -83 | -74 | -77 | -84 | -86 | -79 |
| H | 1723691358.134 | 205.479 | 134.854 | 51.816 | -100 | -74 | -83 | -81 | -82 | -70 | -75 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691546.144
- **Target RSSI fingerprint:** [-100, -100, -84, -84, -79, -80, -77, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
226.70593816315352,
93.17132472991943,
51.816
] | 8 |
5,109 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723005991.111 | 199.530 | 0.000 | 42.672 | -100 | -77 | -88 | -85 | -88 | -83 | -100 | -66 |
| B | 1723006865.151 | 141.793 | 39.426 | 42.672 | -79 | -77 | -86 | -76 | -89 | -82 | -81 | -70 |
| C | 1723006825.133 | 62.831 | 8.958 | 42.672 | -81 | -84 | -79 | -90 | -75 | -85 | -82 | -81 |
| D | 1723006343.154 | 2.547 | 80.644 | 42.672 | -83 | -85 | -84 | -86 | -84 | -79 | -80 | -75 |
| E | 1723006710.138 | 126.510 | 88.752 | 42.672 | -83 | -88 | -75 | -87 | -82 | -88 | -66 | -100 |
| F | 1723006518.155 | 132.454 | 6.728 | 42.672 | -81 | -83 | -91 | -75 | -88 | -78 | -85 | -79 |
| G | 1723006500.138 | 146.039 | 47.415 | 42.672 | -80 | -82 | -67 | -76 | -72 | -82 | -79 | -73 |
| H | 1723006348.165 | 0.000 | 79.728 | 42.672 | -83 | -87 | -82 | -88 | -81 | -81 | -79 | -81 |
| I | 1723006028.159 | 206.322 | 1.606 | 42.672 | -100 | -91 | -97 | -88 | -99 | -89 | -88 | -75 |
| J | 1723006837.169 | 123.114 | 8.918 | 42.672 | -80 | -88 | -71 | -86 | -73 | -84 | -84 | -75 |
| K | 1723006790.147 | 6.792 | 79.556 | 42.672 | -78 | -82 | -91 | -87 | -85 | -77 | -74 | -80 |
| L | 1723006743.150 | 131.605 | 7.259 | 42.672 | -83 | -79 | -89 | -76 | -85 | -73 | -84 | -78 |
| M | 1723006532.150 | 95.944 | 7.073 | 42.672 | -79 | -75 | -80 | -76 | -75 | -76 | -75 | -74 |
| N | 1723006574.154 | 3.396 | 75.203 | 42.672 | -86 | -89 | -77 | -81 | -77 | -78 | -71 | -81 |
| O | 1723006283.149 | 154.529 | 14.664 | 42.672 | -77 | -82 | -70 | -86 | -72 | -82 | -77 | -71 |
| P | 1723006747.165 | 108.680 | 6.250 | 42.672 | -85 | -82 | -90 | -73 | -86 | -78 | -83 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006788.162
- **Target RSSI fingerprint:** [-83, -88, -89, -89, -86, -81, -84, -83]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
16.98124427353571,
79.71516132354736,
42.672000000000004
] | 16 |
23,220 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725943466.153 | 101.888 | 21.684 | 60.960 | -79 | -78 | -82 | -77 | -77 | -71 | -74 | -78 |
| B | 1725942949.144 | 96.794 | 47.083 | 60.960 | -87 | -100 | -81 | -72 | -75 | -77 | -75 | -85 |
| C | 1725943417.175 | 15.283 | 100.775 | 60.960 | -84 | -74 | -72 | -79 | -77 | -74 | -80 | -73 |
| D | 1725942970.176 | 60.284 | 42.717 | 60.960 | -69 | -72 | -68 | -78 | -78 | -78 | -73 | -62 |
| E | 1725943298.169 | 0.849 | 24.723 | 60.960 | -68 | -75 | -69 | -78 | -77 | -75 | -76 | -69 |
| F | 1725942919.149 | 64.529 | 13.974 | 60.960 | -74 | -76 | -78 | -75 | -75 | -72 | -70 | -77 |
| G | 1725943429.148 | 27.170 | 108.777 | 60.960 | -100 | -73 | -70 | -79 | -78 | -78 | -77 | -72 |
| H | 1725943467.166 | 97.643 | 23.090 | 60.960 | -76 | -77 | -80 | -74 | -76 | -74 | -71 | -77 |
| I | 1725942931.159 | 100.190 | 5.175 | 60.960 | -79 | -79 | -81 | -77 | -74 | -75 | -74 | -75 |
| J | 1725943292.167 | 6.793 | 52.776 | 60.960 | -79 | -76 | -71 | -75 | -69 | -74 | -73 | -66 |
| K | 1725943473.162 | 71.322 | 34.397 | 60.960 | -74 | -74 | -75 | -74 | -74 | -75 | -68 | -70 |
| L | 1725943371.188 | 59.435 | 44.257 | 60.960 | -70 | -72 | -69 | -78 | -78 | -81 | -72 | -62 |
| M | 1725942948.166 | 100.190 | 43.925 | 60.960 | -82 | -100 | -84 | -70 | -78 | -78 | -78 | -84 |
| N | 1725942900.152 | 33.963 | 20.290 | 60.960 | -100 | -78 | -100 | -78 | -69 | -69 | -74 | -100 |
| O | 1725943123.148 | 86.605 | 3.450 | 60.960 | -77 | -78 | -79 | -75 | -70 | -71 | -69 | -68 |
| P | 1725943410.151 | 9.340 | 67.108 | 60.960 | -77 | -74 | -74 | -80 | -79 | -78 | -80 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943046.154
- **Target RSSI fingerprint:** [-66, -76, -66, -76, -78, -80, -71, -62]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
98.49188709436677,
50.493788719177246,
60.96
] | 16 |
34,962 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723697957.166 | 122.268 | 45.982 | 51.816 | -80 | -73 | -78 | -76 | -67 | -73 | -70 | -77 |
| B | 1723698260.147 | 44.152 | 59.876 | 51.816 | -79 | -78 | -77 | -75 | -87 | -75 | -83 | -66 |
| C | 1723698312.144 | 124.816 | 46.539 | 51.816 | -85 | -78 | -83 | -76 | -69 | -72 | -72 | -78 |
| D | 1723698140.181 | 118.023 | 54.541 | 51.816 | -83 | -84 | -81 | -68 | -84 | -79 | -78 | -74 |
| E | 1723698479.159 | 11.038 | 61.442 | 51.816 | -76 | -67 | -70 | -100 | -72 | -78 | -71 | -71 |
| F | 1723698036.149 | 106.136 | 80.206 | 51.816 | -78 | -100 | -69 | -73 | -84 | -68 | -73 | -100 |
| G | 1723698246.165 | 67.927 | 47.296 | 51.816 | -76 | -64 | -76 | -71 | -77 | -75 | -76 | -68 |
| H | 1723698478.138 | 11.887 | 60.062 | 51.816 | -77 | -69 | -72 | -100 | -75 | -79 | -71 | -72 |
| I | 1723698115.136 | 50.945 | 5.229 | 51.816 | -80 | -80 | -84 | -73 | -75 | -80 | -75 | -69 |
| J | 1723698057.141 | 88.305 | 26.926 | 51.816 | -70 | -100 | -100 | -72 | -75 | -65 | -77 | -62 |
| K | 1723698480.148 | 11.038 | 61.774 | 51.816 | -82 | -72 | -75 | -78 | -76 | -82 | -73 | -74 |
| L | 1723698422.153 | 68.776 | 44.363 | 51.816 | -80 | -62 | -73 | -68 | -78 | -74 | -76 | -68 |
| M | 1723698566.146 | 5.095 | 59.040 | 51.816 | -100 | -90 | -94 | -104 | -100 | -100 | -100 | -79 |
| N | 1723698043.152 | 122.268 | 48.211 | 51.816 | -79 | -100 | -72 | -72 | -69 | -71 | -70 | -100 |
| O | 1723698251.159 | 57.738 | 65.688 | 51.816 | -77 | -83 | -74 | -68 | -83 | -100 | -76 | -63 |
| P | 1723697948.154 | 83.210 | 26.687 | 51.816 | -77 | -69 | -75 | -75 | -70 | -67 | -73 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723697939.158
- **Target RSSI fingerprint:** [-81, -81, -82, -74, -76, -79, -76, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
40.756120524345135,
0.10616302490234375,
51.816
] | 16 |
12,306 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723000029.156 | 11.887 | 41.112 | 42.672 | -80 | -72 | -83 | -85 | -77 | -73 | -68 | -68 |
| B | 1722999637.148 | 121.416 | 49.830 | 42.672 | -82 | -88 | -84 | -80 | -77 | -74 | -71 | -84 |
| C | 1722999653.136 | 41.604 | 46.765 | 42.672 | -86 | -88 | -81 | -83 | -76 | -76 | -68 | -84 |
| D | 1722999907.142 | 11.887 | 89.867 | 42.672 | -81 | -78 | -86 | -84 | -87 | -87 | -81 | -67 |
| E | 1723000170.133 | 123.114 | 76.928 | 42.672 | -79 | -80 | -77 | -70 | -78 | -73 | -66 | -69 |
| F | 1722999598.145 | 61.132 | 11.811 | 42.672 | -84 | -77 | -87 | -78 | -84 | -88 | -70 | -70 |
| G | 1722999494.140 | 140.095 | 58.668 | 42.672 | -87 | -87 | -82 | -78 | -76 | -76 | -69 | -75 |
| H | 1722999534.148 | 73.868 | 46.738 | 42.672 | -85 | -82 | -90 | -88 | -81 | -79 | -71 | -73 |
| I | 1722999918.140 | 69.623 | 95.918 | 42.672 | -83 | -82 | -88 | -85 | -89 | -89 | -81 | -69 |
| J | 1722999983.125 | 73.868 | 39.187 | 42.672 | -86 | -81 | -79 | -83 | -83 | -76 | -74 | -75 |
| K | 1722999555.157 | 36.510 | 87.837 | 42.672 | -89 | -86 | -80 | -87 | -82 | -86 | -74 | -87 |
| L | 1722999612.132 | 132.454 | 13.695 | 42.672 | -80 | -78 | -70 | -75 | -72 | -68 | -81 | -73 |
| M | 1722999970.142 | 87.453 | 12.487 | 42.672 | -86 | -89 | -77 | -84 | -82 | -84 | -71 | -91 |
| N | 1722999674.144 | 0.849 | 87.677 | 42.672 | -90 | -87 | -93 | -92 | -84 | -77 | -80 | -76 |
| O | 1722999848.154 | 138.397 | 31.849 | 42.672 | -84 | -81 | -81 | -80 | -78 | -75 | -84 | -70 |
| P | 1722999500.149 | 140.944 | 28.598 | 42.672 | -84 | -78 | -68 | -76 | -69 | -66 | -100 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999474.149
- **Target RSSI fingerprint:** [-84, -83, -89, -81, -88, -88, -79, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
118.86871189292347,
68.79364013671875,
42.672000000000004
] | 16 |
5,820 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731994347.203 | 80.661 | 112.798 | 51.816 | -85 | -80 | -88 | -72 | -87 | -77 | -73 | -86 |
| B | 1731994926.213 | 62.831 | 5.905 | 51.816 | -88 | -100 | -97 | -89 | -94 | -99 | -85 | -93 |
| C | 1731994745.224 | 76.416 | 122.870 | 51.816 | -84 | -89 | -91 | -81 | -86 | -87 | -83 | -87 |
| D | 1731994651.216 | 58.585 | 17.464 | 51.816 | -94 | -86 | -85 | -78 | -79 | -81 | -75 | -84 |
| E | 1731994731.218 | 106.982 | 86.510 | 51.816 | -94 | -81 | -84 | -85 | -80 | -78 | -72 | -73 |
| F | 1731994158.219 | 69.623 | 2.933 | 51.816 | -100 | -100 | -91 | -101 | -95 | -97 | -96 | -89 |
| G | 1731994782.231 | 33.113 | 48.649 | 51.816 | -88 | -100 | -76 | -89 | -85 | -69 | -80 | -72 |
| H | 1731994711.224 | 94.246 | 42.704 | 51.816 | -95 | -81 | -87 | -90 | -85 | -76 | -88 | -80 |
| I | 1731994275.216 | 5.943 | 52.790 | 51.816 | -72 | -86 | -83 | -86 | -82 | -83 | -83 | -78 |
| J | 1731994556.237 | 61.982 | 110.317 | 51.816 | -82 | -86 | -100 | -92 | -85 | -86 | -85 | -71 |
| K | 1731994652.213 | 55.189 | 19.680 | 51.816 | -92 | -88 | -86 | -75 | -84 | -79 | -74 | -83 |
| L | 1731994645.221 | 62.831 | 15.327 | 51.816 | -78 | -86 | -81 | -83 | -76 | -76 | -76 | -77 |
| M | 1731994531.237 | 97.642 | 70.373 | 51.816 | -91 | -82 | -89 | -80 | -85 | -80 | -76 | -81 |
| N | 1731994324.207 | 116.322 | 64.746 | 51.816 | -85 | -76 | -87 | -84 | -82 | -77 | -81 | -72 |
| O | 1731994569.219 | 9.340 | 67.599 | 51.816 | -75 | -86 | -80 | -83 | -78 | -90 | -77 | -75 |
| P | 1731994570.220 | 6.793 | 65.476 | 51.816 | -75 | -85 | -79 | -82 | -77 | -91 | -75 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994725.209
- **Target RSSI fingerprint:** [-99, -82, -88, -88, -85, -85, -87, -85]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
119.71782556147417,
68.24955463409424,
51.816
] | 16 |
18,921 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722999594.146 | 39.057 | 11.333 | 42.672 | -89 | -88 | -75 | -83 | -88 | -89 | -70 | -81 |
| B | 1723000273.148 | 65.378 | 0.677 | 42.672 | -87 | -97 | -94 | -98 | -93 | -91 | -90 | -91 |
| C | 1722999517.120 | 96.793 | 12.275 | 42.672 | -78 | -83 | -86 | -83 | -81 | -78 | -81 | -72 |
| D | 1722999875.137 | 56.038 | 48.450 | 42.672 | -72 | -79 | -87 | -80 | -86 | -82 | -87 | -66 |
| E | 1723000102.134 | 43.302 | 47.362 | 42.672 | -83 | -81 | -88 | -85 | -80 | -83 | -87 | -65 |
| F | 1722999680.142 | 5.094 | 88.805 | 42.672 | -90 | -88 | -79 | -87 | -88 | -87 | -71 | -83 |
| G | 1722999647.147 | 71.321 | 47.335 | 42.672 | -72 | -85 | -88 | -81 | -82 | -82 | -88 | -65 |
| H | 1723000157.144 | 136.699 | 99.249 | 42.672 | -100 | -84 | -85 | -72 | -88 | -84 | -71 | -61 |
| I | 1722999539.134 | 69.623 | 71.700 | 42.672 | -77 | -88 | -82 | -87 | -84 | -87 | -70 | -70 |
| J | 1722999720.145 | 139.246 | 60.699 | 42.672 | -100 | -86 | -90 | -80 | -83 | -78 | -75 | -71 |
| K | 1722999543.133 | 67.076 | 89.734 | 42.672 | -72 | -89 | -84 | -87 | -80 | -85 | -71 | -73 |
| L | 1722999969.152 | 92.548 | 12.686 | 42.672 | -76 | -81 | -90 | -81 | -81 | -81 | -89 | -70 |
| M | 1723000181.140 | 92.548 | 29.261 | 42.672 | -72 | -84 | -76 | -78 | -86 | -84 | -70 | -63 |
| N | 1722999633.145 | 135.850 | 50.865 | 42.672 | -100 | -88 | -88 | -86 | -86 | -86 | -84 | -81 |
| O | 1722999577.146 | 11.887 | 47.362 | 42.672 | -89 | -80 | -72 | -100 | -76 | -84 | -67 | -72 |
| P | 1722999838.145 | 135.001 | 15.845 | 42.672 | -82 | -70 | -75 | -73 | -70 | -72 | -69 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999721.136
- **Target RSSI fingerprint:** [-100, -86, -87, -81, -77, -75, -75, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
139.24620536028178,
55.65596580505371,
42.672000000000004
] | 16 |
25 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731999893.234 | 49.246 | 109.773 | 42.672 | -86 | -90 | -92 | -86 | -92 | -92 | -79 | -74 |
| B | 1731999923.249 | 123.963 | 161.859 | 42.672 | -91 | -89 | -82 | -79 | -79 | -68 | -82 | -82 |
| C | 1732000031.227 | 126.510 | 109.759 | 42.672 | -90 | -82 | -89 | -90 | -84 | -89 | -81 | -84 |
| D | 1732000029.212 | 118.869 | 102.368 | 42.672 | -90 | -87 | -92 | -90 | -92 | -84 | -85 | -86 |
| E | 1731999771.207 | 41.604 | 110.914 | 42.672 | -86 | -86 | -85 | -85 | -86 | -86 | -79 | -74 |
| F | 1731999642.213 | 84.057 | 153.552 | 42.672 | -86 | -88 | -82 | -90 | -80 | -73 | -74 | -75 |
| G | 1731999917.214 | 112.076 | 151.176 | 42.672 | -93 | -92 | -84 | -90 | -84 | -74 | -83 | -83 |
| H | 1732000016.240 | 101.038 | 115.041 | 42.672 | -81 | -88 | -83 | -82 | -75 | -83 | -86 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1732000081.205
- **Target RSSI fingerprint:** [-92, -91, -74, -81, -82, -81, -89, -92]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
50.094692629743726,
149.6898651123047,
42.672000000000004
] | 8 |
21,225 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722833429.142 | 38.208 | 31.464 | 60.960 | -89 | -81 | -85 | -81 | -90 | -79 | -75 | -79 |
| B | 1722833658.158 | 43.302 | 87.691 | 60.960 | -92 | -89 | -88 | -90 | -85 | -83 | -93 | -86 |
| C | 1722833565.173 | 56.038 | 51.887 | 60.960 | -82 | -84 | -82 | -83 | -78 | -76 | -77 | -77 |
| D | 1722833900.168 | 99.340 | 94.167 | 60.960 | -86 | -100 | -89 | -89 | -90 | -80 | -83 | -76 |
| E | 1722833964.149 | 77.265 | 69.789 | 60.960 | -86 | -91 | -84 | -81 | -78 | -81 | -79 | -77 |
| F | 1722833619.124 | 64.529 | 4.618 | 60.960 | -100 | -88 | -84 | -84 | -90 | -80 | -85 | -83 |
| G | 1722833822.138 | 43.302 | 24.882 | 60.960 | -89 | -83 | -84 | -83 | -91 | -78 | -77 | -82 |
| H | 1722833824.169 | 35.661 | 31.159 | 60.960 | -86 | -80 | -89 | -87 | -90 | -80 | -76 | -81 |
| I | 1722833761.137 | 51.793 | 47.548 | 60.960 | -82 | -82 | -100 | -100 | -78 | -100 | -77 | -79 |
| J | 1722833427.156 | 46.698 | 25.691 | 60.960 | -83 | -83 | -84 | -82 | -94 | -83 | -78 | -80 |
| K | 1722833586.152 | 112.076 | 81.387 | 60.960 | -82 | -100 | -100 | -100 | -81 | -100 | -100 | -74 |
| L | 1722833637.150 | 1.698 | 56.479 | 60.960 | -89 | -83 | -83 | -88 | -92 | -83 | -79 | -80 |
| M | 1722833627.151 | 33.113 | 30.694 | 60.960 | -89 | -80 | -86 | -87 | -90 | -78 | -75 | -79 |
| N | 1722833751.156 | 35.661 | 34.423 | 60.960 | -88 | -88 | -86 | -84 | -78 | -83 | -83 | -78 |
| O | 1722833742.141 | 0.849 | 57.169 | 60.960 | -92 | -91 | -83 | -88 | -93 | -86 | -91 | -81 |
| P | 1722833615.153 | 67.925 | 6.635 | 60.960 | -100 | -87 | -81 | -78 | -81 | -80 | -81 | -86 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833703.155
- **Target RSSI fingerprint:** [-91, -100, -85, -84, -89, -77, -82, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
100.18938161891518,
92.22912788391113,
60.96
] | 16 |
31,707 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723693122.164 | 178.308 | 61.920 | 60.960 | -78 | -100 | -77 | -69 | -100 | -77 | -73 | -100 |
| B | 1723693659.147 | 188.497 | 41.178 | 60.960 | -80 | -80 | -83 | -82 | -82 | -74 | -72 | -82 |
| C | 1723693371.143 | 194.441 | 125.458 | 60.960 | -76 | -79 | -70 | -80 | -80 | -78 | -77 | -80 |
| D | 1723693456.133 | 202.932 | 52.710 | 60.960 | -78 | -77 | -82 | -84 | -77 | -76 | -76 | -78 |
| E | 1723693442.133 | 226.706 | 85.090 | 60.960 | -80 | -83 | -72 | -72 | -83 | -76 | -77 | -83 |
| F | 1723693045.176 | 38.209 | 58.045 | 60.960 | -100 | -78 | -76 | -100 | -90 | -73 | -82 | -78 |
| G | 1723693351.155 | 225.857 | 84.559 | 60.960 | -82 | -73 | -74 | -78 | -64 | -75 | -82 | -71 |
| H | 1723693617.165 | 163.024 | 61.243 | 60.960 | -73 | -75 | -79 | -74 | -66 | -73 | -75 | -62 |
| I | 1723693428.161 | 206.328 | 97.060 | 60.960 | -76 | -75 | -72 | -75 | -65 | -100 | -74 | -67 |
| J | 1723693102.155 | 142.646 | 80.206 | 60.960 | -77 | -82 | -75 | -82 | -75 | -76 | -77 | -66 |
| K | 1723693388.141 | 126.514 | 70.081 | 60.960 | -78 | -81 | -84 | -79 | -79 | -78 | -72 | -66 |
| L | 1723693681.135 | 132.457 | 8.161 | 60.960 | -77 | -81 | -100 | -81 | -89 | -74 | -73 | -77 |
| M | 1723693519.156 | 173.214 | 70.373 | 60.960 | -100 | -100 | -72 | -69 | -80 | -77 | -72 | -79 |
| N | 1723693125.170 | 184.252 | 48.835 | 60.960 | -76 | -80 | -83 | -77 | -80 | -80 | -73 | -78 |
| O | 1723693289.149 | 119.721 | 54.953 | 60.960 | -100 | -72 | -79 | -76 | -75 | -73 | -83 | -62 |
| P | 1723693030.169 | 7.642 | 69.948 | 60.960 | -100 | -75 | -100 | -100 | -81 | -74 | -74 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693514.158
- **Target RSSI fingerprint:** [-83, -88, -82, -81, -84, -83, -82, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
162.17540407393128,
92.12296485900879,
60.96
] | 16 |
29,743 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724127130.142 | 80.663 | 47.389 | 42.672 | -100 | -85 | -80 | -76 | -84 | -83 | -85 | -63 |
| B | 1724126979.138 | 120.570 | 30.694 | 42.672 | -88 | -89 | -83 | -88 | -86 | -100 | -87 | -100 |
| C | 1724126648.128 | 28.869 | 54.581 | 42.672 | -70 | -100 | -100 | -72 | -71 | -70 | -58 | -65 |
| D | 1724126664.125 | 73.021 | 77.645 | 42.672 | -78 | -79 | -82 | -82 | -77 | -85 | -84 | -81 |
| E | 1724126365.131 | 5.095 | 114.921 | 42.672 | -87 | -100 | -100 | -100 | -97 | -79 | -98 | -76 |
| F | 1724126953.126 | 113.778 | 63.777 | 42.672 | -100 | -87 | -86 | -82 | -86 | -90 | -79 | -89 |
| G | 1724127135.131 | 102.739 | 58.655 | 42.672 | -100 | -87 | -81 | -80 | -85 | -90 | -80 | -91 |
| H | 1724126741.132 | 31.416 | 52.776 | 42.672 | -84 | -76 | -78 | -82 | -80 | -84 | -75 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724127205.135
- **Target RSSI fingerprint:** [-82, -83, -81, -100, -83, -70, -83, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
12.73629011430283,
98.26714992523193,
42.672000000000004
] | 8 |
38,672 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723693412.159 | 143.496 | 40.568 | 60.960 | -69 | -75 | -75 | -82 | -77 | -76 | -77 | -61 |
| B | 1723693520.143 | 174.912 | 66.073 | 60.960 | -100 | -100 | -75 | -72 | -69 | -100 | -72 | -100 |
| C | 1723693524.151 | 183.403 | 48.052 | 60.960 | -100 | -81 | -79 | -82 | -72 | -76 | -68 | -100 |
| D | 1723693153.137 | 221.611 | 92.707 | 60.960 | -64 | -75 | -83 | -80 | -78 | -78 | -83 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693055.143
- **Target RSSI fingerprint:** [-100, -76, -75, -73, -100, -70, -75, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
84.05950263517904,
35.93618392944336,
60.96
] | 4 |
39,082 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723693316.159 | 165.572 | 89.588 | 60.960 | -76 | -76 | -100 | -71 | -85 | -77 | -74 | -78 |
| B | 1723693603.165 | 132.457 | 31.238 | 60.960 | -81 | -76 | -82 | -80 | -100 | -78 | -70 | -77 |
| C | 1723693481.152 | 136.703 | 17.251 | 60.960 | -100 | -100 | -68 | -75 | -71 | -67 | -75 | -64 |
| D | 1723693651.151 | 218.215 | 70.320 | 60.960 | -82 | -79 | -81 | -83 | -82 | -74 | -81 | -79 |
| E | 1723693146.142 | 227.555 | 79.954 | 60.960 | -68 | -83 | -76 | -80 | -64 | -76 | -80 | -69 |
| F | 1723693541.140 | 218.215 | 72.085 | 60.960 | -76 | -76 | -75 | -76 | -63 | -76 | -80 | -66 |
| G | 1723693141.137 | 217.366 | 69.351 | 60.960 | -76 | -82 | -79 | -80 | -62 | -75 | -80 | -66 |
| H | 1723693538.134 | 207.177 | 61.203 | 60.960 | -77 | -75 | -79 | -77 | -63 | -76 | -77 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693662.146
- **Target RSSI fingerprint:** [-79, -75, -75, -81, -100, -73, -70, -100]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
177.45895000760018,
30.34935474395752,
60.96
] | 8 |
7,870 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723008591.148 | 90.001 | 87.651 | 51.816 | -100 | -88 | -88 | -85 | -75 | -77 | -69 | -73 |
| B | 1723007978.147 | 84.906 | 36.003 | 51.816 | -87 | -85 | -88 | -70 | -81 | -81 | -81 | -83 |
| C | 1723007939.162 | 147.737 | 48.782 | 51.816 | -72 | -76 | -77 | -81 | -73 | -71 | -69 | -68 |
| D | 1723008517.152 | 151.982 | 20.702 | 51.816 | -81 | -92 | -84 | -84 | -87 | -78 | -89 | -81 |
| E | 1723007908.155 | 198.681 | 21.564 | 51.816 | -75 | -77 | -76 | -76 | -81 | -71 | -76 | -82 |
| F | 1723008278.154 | 122.265 | 8.440 | 51.816 | -81 | -83 | -84 | -80 | -70 | -77 | -71 | -79 |
| G | 1723008210.265 | 72.170 | 71.196 | 51.816 | -100 | -82 | -88 | -78 | -86 | -82 | -81 | -70 |
| H | 1723008358.155 | 45.000 | 85.647 | 51.816 | -81 | -88 | -87 | -76 | -80 | -84 | -76 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008428.199
- **Target RSSI fingerprint:** [-86, -88, -90, -73, -84, -79, -83, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
85.75528322350608,
39.70497131347656,
51.816
] | 8 |
4,037 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723008312.132 | 106.982 | 42.240 | 51.816 | -91 | -85 | -77 | -78 | -79 | -79 | -83 | -84 |
| B | 1723008003.148 | 23.774 | 82.422 | 51.816 | -100 | -100 | -71 | -79 | -76 | -75 | -70 | -70 |
| C | 1723007958.161 | 138.397 | 2.044 | 51.816 | -89 | -84 | -79 | -74 | -73 | -71 | -100 | -85 |
| D | 1723008508.169 | 151.982 | 10.006 | 51.816 | -74 | -75 | -87 | -88 | -68 | -84 | -79 | -84 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008586.147
- **Target RSSI fingerprint:** [-69, -73, -79, -100, -81, -85, -72, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
65.37779018029671,
86.93424701690674,
51.816
] | 4 |
28,161 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725937778.150 | 5.094 | 38.285 | 30.480 | -66 | -67 | -67 | -70 | -66 | -79 | -60 | -57 |
| B | 1725937944.130 | 70.473 | 77.592 | 30.480 | -100 | -84 | -79 | -71 | -82 | -68 | -82 | -78 |
| C | 1725938137.144 | 12.736 | 92.906 | 30.480 | -100 | -79 | -74 | -100 | -75 | -67 | -48 | -59 |
| D | 1725937718.152 | 69.624 | 79.728 | 30.480 | -77 | -83 | -76 | -76 | -82 | -67 | -82 | -74 |
| E | 1725937767.165 | 10.189 | 63.937 | 30.480 | -76 | -74 | -81 | -77 | -62 | -64 | -50 | -68 |
| F | 1725938040.134 | 97.643 | 0.000 | 30.480 | -76 | -80 | -83 | -77 | -84 | -81 | -83 | -67 |
| G | 1725937960.150 | 106.134 | 42.187 | 30.480 | -76 | -86 | -81 | -72 | -85 | -63 | -83 | -77 |
| H | 1725937675.155 | 7.642 | 60.420 | 30.480 | -72 | -69 | -74 | -100 | -59 | -70 | -49 | -60 |
| I | 1725938280.139 | 50.095 | 7.591 | 30.480 | -75 | -83 | -84 | -74 | -82 | -80 | -78 | -62 |
| J | 1725937847.144 | 78.963 | 61.203 | 30.480 | -74 | -84 | -80 | -65 | -77 | -75 | -75 | -70 |
| K | 1725938054.153 | 97.643 | 21.737 | 30.480 | -79 | -83 | -83 | -77 | -82 | -62 | -83 | -75 |
| L | 1725938067.141 | 92.548 | 49.671 | 30.480 | -78 | -75 | -84 | -67 | -70 | -76 | -67 | -76 |
| M | 1725938065.159 | 98.492 | 43.978 | 30.480 | -77 | -75 | -77 | -65 | -72 | -68 | -68 | -75 |
| N | 1725937946.145 | 77.265 | 71.408 | 30.480 | -100 | -80 | -78 | -66 | -82 | -69 | -79 | -72 |
| O | 1725937898.160 | 4.245 | 45.159 | 30.480 | -69 | -65 | -62 | -100 | -59 | -100 | -54 | -54 |
| P | 1725937238.146 | 33.114 | 3.981 | 30.480 | -84 | -95 | -96 | -85 | -95 | -100 | -93 | -85 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725937880.166
- **Target RSSI fingerprint:** [-72, -80, -82, -75, -74, -84, -72, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
37.35899228906398,
12.898807525634766,
30.48
] | 16 |
38,253 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724123357.141 | 116.325 | 44.588 | 60.960 | -79 | -100 | -76 | -82 | -83 | -79 | -77 | -75 |
| B | 1724123694.150 | 5.095 | 54.501 | 60.960 | -97 | -89 | -91 | -100 | -89 | -95 | -100 | -86 |
| C | 1724123093.134 | 112.928 | 46.460 | 60.960 | -72 | -100 | -83 | -78 | -100 | -78 | -71 | -63 |
| D | 1724123589.124 | 28.869 | 4.233 | 60.960 | -100 | -78 | -83 | -72 | -67 | -72 | -75 | -73 |
| E | 1724123299.138 | 21.227 | 20.343 | 60.960 | -100 | -70 | -78 | -100 | -100 | -78 | -74 | -64 |
| F | 1724123180.141 | 113.778 | 45.212 | 60.960 | -89 | -100 | -81 | -81 | -85 | -77 | -72 | -75 |
| G | 1724123699.134 | 2.547 | 59.757 | 60.960 | -93 | -77 | -100 | -100 | -86 | -87 | -100 | -73 |
| H | 1724123079.127 | 76.418 | 27.178 | 60.960 | -75 | -78 | -80 | -76 | -72 | -77 | -73 | -66 |
| I | 1724123320.154 | 21.227 | 50.162 | 60.960 | -77 | -72 | -77 | -77 | -77 | -76 | -74 | -67 |
| J | 1724123286.142 | 76.418 | 48.636 | 60.960 | -80 | -100 | -84 | -79 | -83 | -78 | -70 | -63 |
| K | 1724123061.144 | 30.567 | 11.877 | 60.960 | -79 | -81 | -80 | -78 | -70 | -75 | -77 | -77 |
| L | 1724123146.128 | 33.963 | 58.854 | 60.960 | -80 | -77 | -82 | -79 | -79 | -75 | -69 | -67 |
| M | 1724123607.129 | 9.340 | 48.636 | 60.960 | -76 | -83 | -100 | -76 | -70 | -78 | -85 | -76 |
| N | 1724123288.124 | 67.927 | 44.257 | 60.960 | -80 | -76 | -83 | -80 | -83 | -77 | -70 | -63 |
| O | 1724123485.143 | 14.434 | 31.942 | 60.960 | -79 | -75 | -75 | -76 | -66 | -75 | -81 | -71 |
| P | 1724123415.133 | 29.718 | 2.229 | 60.960 | -77 | -83 | -80 | -77 | -82 | -76 | -75 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123139.142
- **Target RSSI fingerprint:** [-82, -76, -80, -78, -70, -81, -79, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
7.641772549993513,
44.77425575256348,
60.96
] | 16 |
22,217 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725940911.161 | 98.492 | 34.131 | 51.816 | -84 | -100 | -73 | -76 | -86 | -71 | -75 | -62 |
| B | 1725941202.146 | 79.812 | 76.623 | 51.816 | -75 | -81 | -69 | -69 | -75 | -75 | -71 | -68 |
| C | 1725940871.155 | 25.472 | 127.064 | 51.816 | -78 | -70 | -71 | -80 | -58 | -70 | -69 | -77 |
| D | 1725941274.141 | 22.925 | 127.555 | 51.816 | -84 | -79 | -76 | -85 | -67 | -79 | -76 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725941057.155
- **Target RSSI fingerprint:** [-81, -72, -77, -72, -55, -69, -72, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
11.886952592511665,
89.04423713684082,
51.816
] | 4 |
29,956 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724128914.146 | 86.607 | 53.347 | 51.816 | -80 | -89 | -85 | -77 | -71 | -79 | -69 | -72 |
| B | 1724128751.141 | 140.099 | 47.574 | 51.816 | -81 | -83 | -76 | -85 | -64 | -77 | -100 | -70 |
| C | 1724128421.129 | 40.756 | 25.426 | 51.816 | -83 | -68 | -76 | -74 | -100 | -82 | -67 | -83 |
| D | 1724128643.165 | 92.550 | 28.943 | 51.816 | -100 | -100 | -80 | -74 | -61 | -69 | -75 | -66 |
| E | 1724128977.166 | 33.114 | 49.565 | 51.816 | -100 | -80 | -79 | -80 | -100 | -81 | -65 | -81 |
| F | 1724128395.142 | 25.473 | 64.627 | 51.816 | -76 | -82 | -100 | -100 | -66 | -75 | -78 | -64 |
| G | 1724128817.135 | 79.814 | 71.501 | 51.816 | -76 | -100 | -79 | -79 | -63 | -74 | -76 | -65 |
| H | 1724128487.138 | 129.910 | 63.061 | 51.816 | -80 | -68 | -81 | -69 | -86 | -78 | -78 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128391.135
- **Target RSSI fingerprint:** [-74, -77, -100, -100, -64, -69, -76, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
17.83080608096079,
83.19200038909912,
51.816
] | 8 |
28,635 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725939956.157 | 45.001 | 13.045 | 42.672 | -100 | -81 | -96 | -100 | -89 | -100 | -85 | -100 |
| B | 1725939574.145 | 102.737 | 52.352 | 42.672 | -75 | -81 | -67 | -74 | -74 | -76 | -74 | -60 |
| C | 1725939247.143 | 91.699 | 10.165 | 42.672 | -84 | -76 | -85 | -80 | -74 | -72 | -75 | -80 |
| D | 1725939648.156 | 81.511 | 4.631 | 42.672 | -84 | -76 | -85 | -71 | -76 | -78 | -74 | -86 |
| E | 1725939526.160 | 3.396 | 30.801 | 42.672 | -75 | -64 | -84 | -74 | -70 | -68 | -59 | -79 |
| F | 1725939543.158 | 20.378 | 119.447 | 42.672 | -78 | -81 | -69 | -80 | -79 | -70 | -80 | -68 |
| G | 1725939261.146 | 102.737 | 38.205 | 42.672 | -74 | -76 | -71 | -79 | -78 | -67 | -76 | -61 |
| H | 1725939399.155 | 50.944 | 48.968 | 42.672 | -72 | -100 | -80 | -71 | -100 | -72 | -100 | -63 |
| I | 1725939759.145 | 32.265 | 114.112 | 42.672 | -80 | -79 | -70 | -82 | -75 | -71 | -73 | -71 |
| J | 1725939268.137 | 103.586 | 46.977 | 42.672 | -75 | -78 | -78 | -71 | -71 | -77 | -75 | -73 |
| K | 1725939875.142 | 89.152 | 10.523 | 42.672 | -80 | -77 | -84 | -65 | -76 | -76 | -71 | -83 |
| L | 1725939777.139 | 73.869 | 71.660 | 42.672 | -78 | -77 | -69 | -80 | -76 | -74 | -77 | -65 |
| M | 1725939583.153 | 101.888 | 31.690 | 42.672 | -71 | -74 | -74 | -81 | -62 | -75 | -73 | -58 |
| N | 1725939245.142 | 82.360 | 12.381 | 42.672 | -72 | -71 | -77 | -66 | -70 | -73 | -64 | -81 |
| O | 1725939899.144 | 53.491 | 12.142 | 42.672 | -81 | -76 | -82 | -78 | -72 | -84 | -66 | -79 |
| P | 1725939365.174 | 81.511 | 68.130 | 42.672 | -78 | -82 | -70 | -82 | -74 | -75 | -78 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939798.146
- **Target RSSI fingerprint:** [-75, -75, -83, -80, -75, -74, -67, -63]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
94.24655031113176,
29.088668823242188,
42.672000000000004
] | 16 |
37,002 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723696697.166 | 54.341 | 64.945 | 42.672 | -81 | -81 | -72 | -80 | -69 | -79 | -70 | -63 |
| B | 1723696506.143 | 80.663 | 31.066 | 42.672 | -84 | -72 | -83 | -79 | -69 | -76 | -66 | -70 |
| C | 1723696448.150 | 19.529 | 47.999 | 42.672 | -89 | -72 | -78 | -78 | -72 | -81 | -74 | -79 |
| D | 1723696625.133 | 28.869 | 52.723 | 42.672 | -90 | -77 | -75 | -76 | -76 | -71 | -70 | -69 |
| E | 1723696614.151 | 26.322 | 34.423 | 42.672 | -78 | -67 | -70 | -79 | -71 | -69 | -66 | -65 |
| F | 1723696602.141 | 45.002 | 31.172 | 42.672 | -100 | -82 | -69 | -76 | -78 | -100 | -76 | -62 |
| G | 1723696707.149 | 19.529 | 47.654 | 42.672 | -100 | -76 | -66 | -74 | -79 | -77 | -71 | -62 |
| H | 1723696782.149 | 32.265 | 25.174 | 42.672 | -74 | -85 | -68 | -77 | -80 | -71 | -73 | -62 |
| I | 1723696397.166 | 124.816 | 41.337 | 42.672 | -65 | -84 | -100 | -75 | -70 | -67 | -81 | -82 |
| J | 1723696481.172 | 120.570 | 57.872 | 42.672 | -83 | -100 | -100 | -77 | -78 | -77 | -84 | -100 |
| K | 1723696269.135 | 10.189 | 57.487 | 42.672 | -101 | -97 | -84 | -100 | -100 | -94 | -106 | -81 |
| L | 1723696570.147 | 119.721 | 42.996 | 42.672 | -63 | -100 | -100 | -76 | -73 | -66 | -75 | -84 |
| M | 1723696671.163 | 97.645 | 25.983 | 42.672 | -80 | -82 | -78 | -76 | -80 | -83 | -74 | -61 |
| N | 1723696911.162 | 27.171 | 34.131 | 42.672 | -83 | -76 | -82 | -71 | -100 | -75 | -75 | -82 |
| O | 1723696381.165 | 57.738 | 7.285 | 42.672 | -70 | -69 | -73 | -75 | -72 | -74 | -77 | -67 |
| P | 1723696636.175 | 76.418 | 77.579 | 42.672 | -73 | -79 | -79 | -100 | -71 | -69 | -75 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696721.152
- **Target RSSI fingerprint:** [-84, -82, -81, -71, -83, -84, -100, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
40.75612035510109,
5.560288429260254,
42.672000000000004
] | 16 |
2,053 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722833430.149 | 34.812 | 34.330 | 60.960 | -86 | -93 | -87 | -86 | -89 | -75 | -78 | -78 |
| B | 1722833400.152 | 64.529 | 7.790 | 60.960 | -86 | -91 | -100 | -88 | -97 | -84 | -83 | -86 |
| C | 1722833465.161 | 56.038 | 75.601 | 60.960 | -81 | -86 | -89 | -88 | -72 | -86 | -86 | -77 |
| D | 1722833672.161 | 95.095 | 41.669 | 60.960 | -90 | -85 | -86 | -86 | -78 | -83 | -86 | -83 |
| E | 1722833599.148 | 124.812 | 55.616 | 60.960 | -89 | -79 | -84 | -73 | -84 | -87 | -79 | -76 |
| F | 1722833992.158 | 126.510 | 57.567 | 60.960 | -89 | -80 | -77 | -72 | -83 | -87 | -81 | -78 |
| G | 1722833705.161 | 93.397 | 99.289 | 60.960 | -77 | -82 | -79 | -78 | -88 | -83 | -75 | -75 |
| H | 1722833891.146 | 128.208 | 65.728 | 60.960 | -87 | -93 | -80 | -81 | -90 | -84 | -82 | -92 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833657.182
- **Target RSSI fingerprint:** [-92, -85, -87, -84, -78, -84, -82, -85]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
40.75500269244007,
90.15894889831543,
60.96
] | 8 |
36,479 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724130329.128 | 131.608 | 69.789 | 60.960 | -74 | -78 | -79 | -79 | -81 | -72 | -74 | -72 |
| B | 1724130469.139 | 8.491 | 113.847 | 60.960 | -100 | -89 | -88 | -100 | -94 | -100 | -93 | -88 |
| C | 1724130224.163 | 86.607 | 61.349 | 60.960 | -84 | -78 | -82 | -78 | -76 | -70 | -78 | -68 |
| D | 1724129811.123 | 59.436 | 7.047 | 60.960 | -100 | -73 | -73 | -77 | -71 | -79 | -73 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724130176.163
- **Target RSSI fingerprint:** [-78, -83, -77, -76, -83, -76, -72, -63]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
81.51225545113323,
12.858996391296387,
60.96
] | 4 |
23,499 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725943266.155 | 92.548 | 21.365 | 60.960 | -72 | -78 | -74 | -76 | -77 | -74 | -73 | -68 |
| B | 1725943372.153 | 58.586 | 39.307 | 60.960 | -74 | -67 | -72 | -76 | -67 | -70 | -76 | -63 |
| C | 1725943245.158 | 94.247 | 52.299 | 60.960 | -78 | -66 | -74 | -78 | -66 | -76 | -72 | -64 |
| D | 1725943074.153 | 56.888 | 38.723 | 60.960 | -76 | -72 | -73 | -75 | -73 | -73 | -70 | -71 |
| E | 1725943284.181 | 11.887 | 56.691 | 60.960 | -73 | -83 | -76 | -73 | -82 | -77 | -76 | -67 |
| F | 1725943150.180 | 90.850 | 50.427 | 60.960 | -100 | -78 | -82 | -70 | -80 | -73 | -78 | -80 |
| G | 1725943514.167 | 31.416 | 17.981 | 60.960 | -74 | -83 | -78 | -76 | -78 | -71 | -72 | -72 |
| H | 1725943000.152 | 0.849 | 22.334 | 60.960 | -75 | -72 | -72 | -76 | -72 | -71 | -72 | -76 |
| I | 1725943135.173 | 101.888 | 15.818 | 60.960 | -70 | -75 | -72 | -78 | -73 | -78 | -75 | -67 |
| J | 1725943265.151 | 96.794 | 19.441 | 60.960 | -76 | -79 | -77 | -76 | -76 | -78 | -73 | -77 |
| K | 1725943070.163 | 74.718 | 30.296 | 60.960 | -76 | -73 | -74 | -74 | -73 | -74 | -68 | -68 |
| L | 1725942942.159 | 106.133 | 40.103 | 60.960 | -76 | -72 | -73 | -75 | -71 | -70 | -68 | -67 |
| M | 1725943066.140 | 92.548 | 22.387 | 60.960 | -76 | -78 | -76 | -76 | -77 | -72 | -76 | -71 |
| N | 1725943124.140 | 91.699 | 2.495 | 60.960 | -71 | -83 | -79 | -73 | -81 | -73 | -67 | -70 |
| O | 1725942956.157 | 70.473 | 69.616 | 60.960 | -74 | -80 | -83 | -71 | -84 | -74 | -79 | -78 |
| P | 1725942985.160 | 44.152 | 11.041 | 60.960 | -73 | -76 | -73 | -77 | -73 | -69 | -69 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943272.157
- **Target RSSI fingerprint:** [-74, -72, -73, -76, -71, -73, -71, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
65.37823539884691,
33.85273456573486,
60.96
] | 16 |
9,259 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722833939.160 | 1.698 | 58.363 | 60.960 | -81 | -82 | -77 | -81 | -73 | -73 | -71 | -80 |
| B | 1722833878.185 | 105.284 | 41.072 | 60.960 | -100 | -88 | -82 | -83 | -67 | -79 | -79 | -78 |
| C | 1722833430.149 | 34.812 | 34.330 | 60.960 | -80 | -86 | -86 | -78 | -87 | -78 | -89 | -75 |
| D | 1722833869.153 | 94.246 | 41.483 | 60.960 | -100 | -89 | -85 | -85 | -89 | -84 | -75 | -82 |
| E | 1722833743.147 | 3.396 | 56.001 | 60.960 | -81 | -88 | -84 | -85 | -81 | -78 | -78 | -75 |
| F | 1722833571.172 | 79.812 | 72.032 | 60.960 | -88 | -84 | -79 | -85 | -89 | -76 | -77 | -76 |
| G | 1722833644.145 | 11.887 | 66.299 | 60.960 | -83 | -85 | -100 | -88 | -81 | -84 | -78 | -76 |
| H | 1722833561.175 | 39.906 | 38.126 | 60.960 | -84 | -81 | -84 | -88 | -86 | -77 | -80 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833451.175
- **Target RSSI fingerprint:** [-87, -82, -100, -84, -82, -84, -78, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
28.01906435105255,
83.85551929473877,
60.96
] | 8 |
28,992 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724127041.129 | 90.852 | 34.543 | 42.672 | -91 | -84 | -76 | -76 | -73 | -100 | -77 | -80 |
| B | 1724126612.126 | 28.869 | 66.976 | 42.672 | -71 | -80 | -73 | -72 | -72 | -77 | -74 | -80 |
| C | 1724126817.160 | 51.794 | 7.365 | 42.672 | -100 | -76 | -82 | -100 | -100 | -90 | -67 | -82 |
| D | 1724126638.132 | 42.454 | 25.028 | 42.672 | -83 | -74 | -100 | -72 | -84 | -65 | -69 | -52 |
| E | 1724127042.135 | 93.399 | 30.243 | 42.672 | -94 | -88 | -80 | -78 | -79 | -76 | -83 | -84 |
| F | 1724127113.133 | 39.907 | 37.157 | 42.672 | -77 | -81 | -72 | -64 | -77 | -60 | -77 | -59 |
| G | 1724126893.137 | 114.627 | 92.574 | 42.672 | -100 | -100 | -82 | -100 | -83 | -100 | -100 | -87 |
| H | 1724127120.144 | 45.002 | 29.221 | 42.672 | -88 | -82 | -100 | -79 | -85 | -74 | -83 | -64 |
| I | 1724126605.118 | 14.434 | 98.705 | 42.672 | -70 | -81 | -75 | -70 | -72 | -83 | -77 | -71 |
| J | 1724126772.146 | 127.363 | 71.262 | 42.672 | -87 | -100 | -81 | -100 | -84 | -91 | -85 | -80 |
| K | 1724126903.130 | 100.192 | 88.792 | 42.672 | -72 | -100 | -84 | -100 | -89 | -100 | -100 | -84 |
| L | 1724127108.140 | 31.416 | 54.130 | 42.672 | -83 | -85 | -80 | -74 | -85 | -71 | -81 | -84 |
| M | 1724126622.131 | 50.096 | 22.135 | 42.672 | -90 | -81 | -73 | -75 | -85 | -66 | -74 | -65 |
| N | 1724126833.134 | 31.416 | 56.319 | 42.672 | -77 | -74 | -78 | -100 | -82 | -84 | -67 | -78 |
| O | 1724127198.164 | 26.322 | 66.033 | 42.672 | -100 | -70 | -100 | -100 | -83 | -87 | -64 | -82 |
| P | 1724126938.131 | 46.700 | 31.783 | 42.672 | -90 | -75 | -100 | -74 | -85 | -71 | -64 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724126620.125
- **Target RSSI fingerprint:** [-74, -78, -66, -62, -77, -60, -72, -52]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
45.850644411490194,
31.092495918273926,
42.672000000000004
] | 16 |
31,466 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723693496.164 | 118.023 | 60.168 | 60.960 | -74 | -100 | -68 | -76 | -75 | -68 | -100 | -63 |
| B | 1723693116.157 | 165.572 | 87.598 | 60.960 | -80 | -83 | -83 | -84 | -72 | -81 | -76 | -80 |
| C | 1723693461.152 | 183.403 | 34.423 | 60.960 | -81 | -78 | -79 | -83 | -83 | -74 | -70 | -81 |
| D | 1723693440.155 | 223.310 | 93.185 | 60.960 | -78 | -81 | -85 | -86 | -71 | -80 | -83 | -84 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693469.132
- **Target RSSI fingerprint:** [-78, -79, -77, -84, -83, -80, -72, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
153.684545221893,
5.984940528869629,
60.96
] | 4 |
7,520 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722828460.149 | 1.698 | 54.156 | 42.672 | -77 | -77 | -69 | -81 | -78 | -73 | -81 | -76 |
| B | 1722828926.159 | 79.812 | 112.984 | 42.672 | -97 | -88 | -86 | -78 | -85 | -94 | -89 | -78 |
| C | 1722828908.154 | 127.359 | 65.158 | 42.672 | -90 | -79 | -100 | -75 | -75 | -78 | -74 | -74 |
| D | 1722828757.162 | 4.245 | 56.333 | 42.672 | -89 | -82 | -71 | -77 | -78 | -83 | -81 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828754.156
- **Target RSSI fingerprint:** [-90, -83, -74, -85, -76, -84, -82, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
14.434063553170734,
65.09120464324951,
42.672000000000004
] | 4 |
21,235 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723003205.136 | 20.377 | 43.779 | 51.816 | -82 | -81 | -78 | -81 | -73 | -77 | -88 | -80 |
| B | 1723003202.160 | 34.812 | 44.456 | 51.816 | -100 | -75 | -100 | -80 | -72 | -76 | -84 | -65 |
| C | 1723003042.145 | 127.359 | 74.832 | 51.816 | -78 | -89 | -89 | -85 | -89 | -100 | -74 | -66 |
| D | 1723003487.142 | 95.095 | 45.079 | 51.816 | -100 | -83 | -84 | -84 | -86 | -100 | -70 | -61 |
| E | 1723003345.155 | 13.585 | 49.790 | 51.816 | -69 | -78 | -76 | -75 | -73 | -71 | -70 | -70 |
| F | 1723003328.139 | 16.981 | 85.926 | 51.816 | -80 | -85 | -79 | -87 | -84 | -75 | -90 | -73 |
| G | 1723003584.185 | 68.774 | 1.500 | 51.816 | -102 | -104 | -100 | -98 | -104 | -106 | -89 | -94 |
| H | 1723002959.166 | 129.057 | 50.693 | 51.816 | -84 | -73 | -81 | -74 | -74 | -83 | -76 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723002894.151
- **Target RSSI fingerprint:** [-64, -84, -80, -79, -76, -70, -86, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
4.2453110820921145,
85.66029071807861,
51.816
] | 8 |
19,744 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731994305.225 | 58.585 | 73.757 | 51.816 | -82 | -89 | -85 | -76 | -78 | -76 | -73 | -63 |
| B | 1731994355.232 | 74.718 | 118.611 | 51.816 | -87 | -82 | -85 | -86 | -86 | -72 | -85 | -84 |
| C | 1731994618.216 | 89.152 | 87.359 | 51.816 | -84 | -82 | -85 | -85 | -77 | -80 | -77 | -63 |
| D | 1731994742.221 | 75.567 | 122.698 | 51.816 | -84 | -87 | -73 | -89 | -85 | -80 | -74 | -82 |
| E | 1731994303.223 | 50.944 | 80.777 | 51.816 | -83 | -83 | -82 | -76 | -78 | -81 | -71 | -63 |
| F | 1731994577.213 | 4.245 | 64.242 | 51.816 | -80 | -87 | -81 | -78 | -85 | -80 | -75 | -75 |
| G | 1731994551.230 | 72.170 | 116.527 | 51.816 | -90 | -80 | -85 | -83 | -86 | -71 | -85 | -78 |
| H | 1731994465.231 | 23.774 | 42.465 | 51.816 | -85 | -76 | -91 | -86 | -82 | -86 | -81 | -82 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994616.211
- **Target RSSI fingerprint:** [-81, -75, -88, -90, -76, -77, -74, -64]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
84.90625926345686,
93.46327304840088,
51.816
] | 8 |
26,168 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725943194.151 | 0.849 | 17.742 | 60.960 | -73 | -73 | -65 | -75 | -74 | -77 | -71 | -74 |
| B | 1725942947.151 | 104.435 | 40.793 | 60.960 | -79 | -79 | -74 | -78 | -71 | -72 | -75 | -78 |
| C | 1725943543.156 | 66.227 | 9.037 | 60.960 | -78 | -78 | -74 | -82 | -73 | -71 | -67 | -67 |
| D | 1725943096.172 | 3.396 | 35.777 | 60.960 | -75 | -71 | -77 | -68 | -79 | -75 | -75 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943350.161
- **Target RSSI fingerprint:** [-82, -81, -76, -83, -68, -77, -73, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
95.94468311778833,
45.663371086120605,
60.96
] | 4 |
41,849 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723693363.149 | 203.781 | 133.089 | 60.960 | -79 | -82 | -73 | -77 | -79 | -81 | -67 | -70 |
| B | 1723693099.152 | 131.608 | 69.709 | 60.960 | -78 | -72 | -77 | -76 | -75 | -74 | -75 | -64 |
| C | 1723693467.142 | 160.477 | 12.925 | 60.960 | -81 | -83 | -83 | -83 | -73 | -78 | -83 | -79 |
| D | 1723693217.173 | 164.723 | 62.397 | 60.960 | -78 | -80 | -80 | -82 | -76 | -75 | -66 | -62 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693670.138
- **Target RSSI fingerprint:** [-100, -83, -80, -76, -72, -74, -81, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
149.43911579587385,
3.2247018814086914,
60.96
] | 4 |
42,383 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724129826.127 | 42.454 | 35.405 | 60.960 | -74 | -78 | -77 | -75 | -79 | -80 | -71 | -65 |
| B | 1724130198.124 | 32.265 | 48.623 | 60.960 | -75 | -100 | -81 | -72 | -73 | -79 | -66 | -62 |
| C | 1724130158.133 | 147.741 | 44.164 | 60.960 | -81 | -78 | -76 | -81 | -83 | -72 | -78 | -79 |
| D | 1724129828.118 | 38.209 | 44.482 | 60.960 | -76 | -82 | -82 | -77 | -81 | -81 | -70 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724129808.119
- **Target RSSI fingerprint:** [-100, -78, -74, -100, -76, -74, -77, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
53.492417639806185,
20.635437965393066,
60.96
] | 4 |
5,942 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722828493.164 | 82.359 | 47.004 | 42.672 | -84 | -91 | -81 | -83 | -85 | -79 | -80 | -86 |
| B | 1722829080.212 | 62.831 | 8.692 | 42.672 | -91 | -84 | -81 | -81 | -80 | -83 | -79 | -83 |
| C | 1722828826.139 | 92.548 | 23.980 | 42.672 | -96 | -91 | -82 | -75 | -74 | -85 | -77 | -67 |
| D | 1722829037.151 | 68.774 | 9.316 | 42.672 | -93 | -85 | -82 | -78 | -81 | -73 | -78 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828768.164
- **Target RSSI fingerprint:** [-84, -87, -85, -89, -88, -75, -73, -84]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
16.98125123902439,
46.419782638549805,
42.672000000000004
] | 4 |
6,230 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722833804.175 | 90.850 | 26.236 | 60.960 | -100 | -80 | -100 | -79 | -68 | -82 | -75 | -78 |
| B | 1722833970.150 | 99.340 | 89.031 | 60.960 | -90 | -83 | -83 | -79 | -85 | -80 | -78 | -74 |
| C | 1722833425.152 | 54.340 | 19.640 | 60.960 | -89 | -83 | -89 | -94 | -78 | -78 | -81 | -80 |
| D | 1722833664.180 | 64.529 | 68.833 | 60.960 | -83 | -85 | -88 | -73 | -86 | -82 | -86 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833694.154
- **Target RSSI fingerprint:** [-87, -82, -82, -90, -81, -84, -73, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
127.35938341387522,
64.18881893157959,
60.96
] | 4 |
16,249 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723006507.154 | 156.227 | 12.315 | 42.672 | -79 | -86 | -86 | -83 | -85 | -79 | -76 | -82 |
| B | 1723006579.144 | 15.283 | 58.920 | 42.672 | -79 | -79 | -84 | -73 | -73 | -71 | -81 | -73 |
| C | 1723006748.154 | 104.435 | 6.051 | 42.672 | -80 | -81 | -71 | -100 | -76 | -76 | -67 | -76 |
| D | 1723006358.135 | 23.774 | 45.544 | 42.672 | -84 | -79 | -79 | -66 | -71 | -72 | -100 | -68 |
| E | 1723006298.148 | 114.623 | 3.477 | 42.672 | -84 | -81 | -82 | -83 | -74 | -84 | -72 | -83 |
| F | 1723006798.159 | 1.698 | 77.167 | 42.672 | -87 | -86 | -86 | -72 | -79 | -87 | -81 | -75 |
| G | 1723006672.147 | 16.981 | 50.454 | 42.672 | -82 | -80 | -76 | -77 | -75 | -75 | -77 | -75 |
| H | 1723006650.157 | 90.001 | 39.612 | 42.672 | -80 | -76 | -82 | -100 | -82 | -80 | -74 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006928.171
- **Target RSSI fingerprint:** [-74, -83, -78, -77, -88, -87, -100, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
95.09496793179999,
87.10676193237305,
42.672000000000004
] | 8 |
29,344 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723696536.126 | 22.925 | 43.991 | 42.672 | -73 | -78 | -77 | -77 | -76 | -74 | -71 | -72 |
| B | 1723696572.152 | 122.268 | 43.593 | 42.672 | -83 | -73 | -86 | -64 | -71 | -77 | -85 | -67 |
| C | 1723696825.171 | 101.890 | 83.776 | 42.672 | -85 | -84 | -84 | -79 | -84 | -81 | -85 | -76 |
| D | 1723696590.151 | 97.645 | 57.315 | 42.672 | -77 | -80 | -81 | -82 | -77 | -76 | -72 | -82 |
| E | 1723696513.135 | 64.531 | 61.455 | 42.672 | -79 | -77 | -81 | -80 | -70 | -65 | -66 | -71 |
| F | 1723696457.146 | 54.341 | 66.312 | 42.672 | -100 | -73 | -84 | -82 | -72 | -70 | -69 | -72 |
| G | 1723696659.153 | 129.061 | 44.708 | 42.672 | -70 | -74 | -70 | -67 | -76 | -77 | -100 | -70 |
| H | 1723696467.144 | 95.947 | 88.036 | 42.672 | -79 | -80 | -84 | -70 | -73 | -77 | -85 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696697.166
- **Target RSSI fingerprint:** [-80, -77, -78, -81, -69, -70, -63, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
54.34149380680145,
64.94523048400879,
42.672000000000004
] | 8 |
33,725 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723690236.147 | 76.418 | 38.126 | 42.672 | -80 | -89 | -82 | -93 | -100 | -85 | -70 | -75 |
| B | 1723689810.168 | 160.477 | 5.786 | 42.672 | -100 | -100 | -84 | -80 | -81 | -88 | -77 | -80 |
| C | 1723689638.143 | 128.212 | 69.683 | 42.672 | -86 | -83 | -78 | -89 | -85 | -76 | -80 | -81 |
| D | 1723689914.147 | 188.497 | 120.455 | 42.672 | -71 | -70 | -100 | -83 | -74 | -100 | -80 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723689732.143
- **Target RSSI fingerprint:** [-73, -71, -86, -83, -83, -89, -78, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
128.21197058346146,
65.72818279266357,
42.672000000000004
] | 4 |
2,345 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723002909.149 | 15.283 | 44.204 | 51.816 | -75 | -100 | -83 | -86 | -77 | -69 | -75 | -72 |
| B | 1723003067.157 | 99.340 | 9.011 | 51.816 | -84 | -78 | -79 | -77 | -73 | -85 | -76 | -68 |
| C | 1723002895.155 | 2.547 | 85.766 | 51.816 | -83 | -86 | -75 | -83 | -71 | -82 | -70 | -100 |
| D | 1723002949.146 | 134.152 | 13.363 | 51.816 | -74 | -79 | -72 | -77 | -68 | -69 | -76 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723003187.148
- **Target RSSI fingerprint:** [-87, -79, -76, -85, -83, -85, -100, -60]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
106.98183926872127,
48.834991455078125,
51.816
] | 4 |
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