id int64 0 45k | prompt stringlengths 1.45k 2.69k | ground_truth listlengths 3 3 | known_count int64 4 16 |
|---|---|---|---|
26,925 | **[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 | 1725941149.151 | 0.000 | 31.185 | 51.816 | -74 | -100 | -78 | -78 | -65 | -65 | -72 | -65 |
| B | 1725941120.146 | 64.529 | 46.778 | 51.816 | -75 | -74 | -71 | -80 | -73 | -72 | -71 | -66 |
| C | 1725940831.172 | 39.906 | 22.799 | 51.816 | -76 | -76 | -83 | -81 | -75 | -75 | -74 | -73 |
| D | 1725940781.155 | 108.681 | 3.928 | 51.816 | -100 | -72 | -77 | -84 | -74 | -78 | -78 | -64 |
| E | 1725940929.147 | 17.830 | 71.872 | 51.816 | -76 | -73 | -76 | -60 | -72 | -62 | -74 | -69 |
| F | 1725941015.165 | 61.982 | 65.556 | 51.816 | -79 | -79 | -76 | -79 | -78 | -78 | -77 | -63 |
| G | 1725941449.151 | 34.812 | 27.602 | 51.816 | -72 | -100 | -100 | -67 | -100 | -69 | -60 | -100 |
| H | 1725940978.202 | 98.492 | 14.942 | 51.816 | -81 | -84 | -84 | -87 | -79 | -81 | -74 | -84 |
| I | 1725941053.152 | 7.642 | 68.435 | 51.816 | -77 | -73 | -78 | -68 | -78 | -74 | -72 | -74 |
| J | 1725940904.161 | 102.737 | 34.675 | 51.816 | -75 | -78 | -73 | -84 | -79 | -77 | -77 | -59 |
| K | 1725940974.138 | 98.492 | 14.106 | 51.816 | -72 | -77 | -81 | -82 | -64 | -74 | -66 | -69 |
| L | 1725941134.160 | 8.491 | 74.274 | 51.816 | -72 | -73 | -64 | -55 | -67 | -69 | -68 | -62 |
| M | 1725941098.148 | 106.983 | 53.519 | 51.816 | -71 | -74 | -74 | -77 | -79 | -69 | -74 | -61 |
| N | 1725941115.134 | 86.605 | 34.742 | 51.816 | -74 | -76 | -79 | -86 | -75 | -78 | -71 | -65 |
| O | 1725941361.164 | 38.208 | 28.120 | 51.816 | -100 | -77 | -77 | -82 | -74 | -73 | -75 | -72 |
| P | 1725941158.152 | 17.830 | 26.461 | 51.816 | -100 | -75 | -78 | -72 | -66 | -68 | -67 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725941324.154
- **Target RSSI fingerprint:** [-74, -74, -75, -81, -71, -71, -75, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
39.90619798914631,
59.00010108947754,
51.816
] | 16 |
42,626 | **[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 | 1724126955.141 | 122.268 | 67.785 | 42.672 | -100 | -86 | -100 | -81 | -81 | -74 | -85 | -80 |
| B | 1724126702.136 | 131.608 | 60.951 | 42.672 | -67 | -100 | -89 | -83 | -85 | -78 | -87 | -82 |
| C | 1724126618.150 | 41.605 | 39.333 | 42.672 | -100 | -80 | -64 | -72 | -74 | -72 | -75 | -57 |
| D | 1724126668.127 | 79.814 | 62.397 | 42.672 | -79 | -83 | -71 | -80 | -73 | -76 | -74 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724126797.126
- **Target RSSI fingerprint:** [-94, -100, -100, -100, -91, -84, -100, -88]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
113.77752502110529,
28.42514991760254,
42.672000000000004
] | 4 |
18,421 | **[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 | 1723006464.145 | 25.472 | 80.697 | 42.672 | -76 | -89 | -81 | -72 | -73 | -81 | -63 | -76 |
| B | 1723006899.149 | 11.887 | 61.296 | 42.672 | -78 | -76 | -88 | -100 | -84 | -76 | -79 | -76 |
| C | 1723006478.170 | 95.095 | 88.314 | 42.672 | -84 | -75 | -75 | -76 | -79 | -76 | -70 | -66 |
| D | 1723006605.155 | 87.453 | 9.422 | 42.672 | -85 | -87 | -87 | -81 | -77 | -84 | -77 | -76 |
| E | 1723007049.156 | 202.077 | 4.247 | 42.672 | -100 | -100 | -99 | -91 | -97 | -101 | -106 | -102 |
| F | 1723006519.160 | 127.359 | 6.410 | 42.672 | -81 | -83 | -75 | -88 | -86 | -71 | -85 | -82 |
| G | 1723006516.160 | 143.492 | 6.834 | 42.672 | -82 | -72 | -72 | -82 | -80 | -74 | -81 | -83 |
| H | 1723006536.159 | 89.152 | 24.736 | 42.672 | -84 | -87 | -88 | -79 | -79 | -91 | -82 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006965.141
- **Target RSSI fingerprint:** [-76, -78, -73, -70, -77, -78, -100, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
203.77493128242855,
9.780268669128418,
42.672000000000004
] | 8 |
23,899 | **[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 | 1725937977.148 | 71.322 | 33.893 | 30.480 | -100 | -76 | -85 | -79 | -60 | -82 | -75 | -75 |
| B | 1725937779.164 | 4.245 | 32.950 | 30.480 | -65 | -63 | -64 | -65 | -75 | -68 | -63 | -54 |
| C | 1725937682.154 | 7.642 | 70.147 | 30.480 | -68 | -100 | -81 | -75 | -64 | -60 | -47 | -61 |
| D | 1725938142.147 | 17.830 | 117.867 | 30.480 | -71 | -100 | -70 | -67 | -66 | -65 | -49 | -65 |
| E | 1725937248.131 | 39.057 | 4.313 | 30.480 | -95 | -84 | -95 | -92 | -100 | -90 | -90 | -85 |
| F | 1725937643.139 | 51.793 | 19.136 | 30.480 | -86 | -76 | -86 | -83 | -73 | -85 | -83 | -73 |
| G | 1725937721.160 | 79.812 | 70.930 | 30.480 | -84 | -76 | -82 | -85 | -67 | -82 | -76 | -73 |
| H | 1725937756.150 | 55.189 | 40.183 | 30.480 | -100 | -75 | -78 | -81 | -61 | -75 | -69 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725938215.142
- **Target RSSI fingerprint:** [-65, -73, -73, -69, -63, -60, -51, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
13.585088105114172,
62.31769561767578,
30.48
] | 8 |
29,493 | **[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 | 1723697804.134 | 9.340 | 60.632 | 51.816 | -100 | -100 | -93 | -94 | -100 | -95 | -82 | -92 |
| B | 1723698243.145 | 73.870 | 34.158 | 51.816 | -76 | -80 | -79 | -77 | -77 | -66 | -71 | -69 |
| C | 1723698163.152 | 47.549 | 34.808 | 51.816 | -70 | -75 | -76 | -78 | -77 | -69 | -73 | -65 |
| D | 1723697978.160 | 90.003 | 56.718 | 51.816 | -100 | -76 | -79 | -78 | -73 | -83 | -71 | -64 |
| E | 1723698224.135 | 124.816 | 42.399 | 51.816 | -78 | -74 | -73 | -82 | -79 | -82 | -76 | -75 |
| F | 1723698065.156 | 78.116 | 26.753 | 51.816 | -74 | -82 | -83 | -79 | -72 | -75 | -78 | -73 |
| G | 1723698045.169 | 124.816 | 45.013 | 51.816 | -78 | -74 | -76 | -75 | -73 | -76 | -74 | -100 |
| H | 1723698073.148 | 61.134 | 62.291 | 51.816 | -80 | -83 | -74 | -78 | -78 | -80 | -68 | -68 |
| I | 1723698328.137 | 98.494 | 59.478 | 51.816 | -100 | -100 | -78 | -73 | -71 | -83 | -74 | -62 |
| J | 1723697985.147 | 57.738 | 40.607 | 51.816 | -70 | -78 | -76 | -81 | -80 | -74 | -75 | -64 |
| K | 1723698572.142 | 0.000 | 58.974 | 51.816 | -100 | -100 | -100 | -97 | -100 | -92 | -96 | -92 |
| L | 1723698066.130 | 76.418 | 30.256 | 51.816 | -79 | -85 | -81 | -79 | -82 | -72 | -76 | -69 |
| M | 1723698246.165 | 67.927 | 47.296 | 51.816 | -81 | -82 | -76 | -76 | -75 | -64 | -71 | -68 |
| N | 1723698440.154 | 23.774 | 52.524 | 51.816 | -69 | -76 | -80 | -81 | -79 | -77 | -76 | -66 |
| O | 1723698051.135 | 116.325 | 41.098 | 51.816 | -76 | -72 | -79 | -74 | -71 | -82 | -74 | -75 |
| P | 1723698234.150 | 84.059 | 23.913 | 51.816 | -68 | -76 | -78 | -79 | -68 | -72 | -73 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698251.159
- **Target RSSI fingerprint:** [-100, -79, -76, -74, -100, -83, -68, -63]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
57.73783740948894,
65.6883716583252,
51.816
] | 16 |
6,410 | **[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 | 1723003156.149 | 98.491 | 11.014 | 51.816 | -79 | -80 | -82 | -76 | -77 | -79 | -71 | -63 |
| B | 1723003289.153 | 83.208 | 5.932 | 51.816 | -84 | -74 | -81 | -79 | -69 | -78 | -88 | -75 |
| C | 1723003318.152 | 66.227 | 90.172 | 51.816 | -88 | -92 | -85 | -90 | -85 | -88 | -86 | -82 |
| D | 1723003191.157 | 87.453 | 46.420 | 51.816 | -76 | -72 | -81 | -78 | -75 | -79 | -88 | -62 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723003259.154
- **Target RSSI fingerprint:** [-85, -89, -78, -79, -87, -66, -73, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
124.81214581350815,
79.02510166168213,
51.816
] | 4 |
13,037 | **[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 | 1723009938.157 | 112.076 | 46.221 | 60.960 | -79 | -75 | -83 | -90 | -71 | -78 | -88 | -65 |
| B | 1723010277.156 | 95.944 | 13.363 | 60.960 | -85 | -84 | -85 | -90 | -82 | -80 | -71 | -74 |
| C | 1723009944.144 | 83.208 | 45.292 | 60.960 | -72 | -78 | -79 | -84 | -71 | -73 | -76 | -67 |
| D | 1723010235.143 | 129.907 | 85.262 | 60.960 | -82 | -81 | -79 | -73 | -73 | -77 | -79 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010114.139
- **Target RSSI fingerprint:** [-85, -85, -77, -83, -84, -75, -78, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
45.849359609154234,
8.957505226135254,
60.96
] | 4 |
11,410 | **[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 | 1723006501.163 | 147.737 | 42.067 | 42.672 | -73 | -79 | -74 | -79 | -73 | -70 | -67 | -81 |
| B | 1723006642.155 | 132.454 | 39.347 | 42.672 | -69 | -83 | -78 | -80 | -100 | -85 | -85 | -79 |
| C | 1723006356.170 | 18.679 | 53.997 | 42.672 | -76 | -79 | -70 | -71 | -71 | -82 | -85 | -64 |
| D | 1723006433.151 | 48.397 | 38.803 | 42.672 | -100 | -81 | -82 | -77 | -100 | -86 | -87 | -67 |
| E | 1723006311.164 | 91.699 | 19.547 | 42.672 | -81 | -85 | -85 | -86 | -83 | -79 | -81 | -82 |
| F | 1723006952.156 | 160.473 | 58.522 | 42.672 | -78 | -86 | -88 | -87 | -79 | -78 | -70 | -82 |
| G | 1723006768.146 | 73.019 | 64.786 | 42.672 | -82 | -89 | -85 | -92 | -83 | -82 | -78 | -75 |
| H | 1723006362.149 | 33.962 | 29.009 | 42.672 | -100 | -78 | -80 | -70 | -74 | -81 | -81 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006367.150
- **Target RSSI fingerprint:** [-100, -71, -73, -71, -70, -73, -77, -58]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
45.84935953854642,
10.68265438079834,
42.672000000000004
] | 8 |
9,308 | **[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 | 1722828813.144 | 129.058 | 63.884 | 42.672 | -86 | -73 | -77 | -79 | -74 | -69 | -84 | -75 |
| B | 1722828596.134 | 91.699 | 86.908 | 42.672 | -88 | -86 | -85 | -83 | -88 | -88 | -79 | -75 |
| C | 1722828646.154 | 45.000 | 16.654 | 42.672 | -85 | -87 | -89 | -85 | -85 | -73 | -73 | -80 |
| D | 1722828709.136 | 127.359 | 63.645 | 42.672 | -88 | -76 | -78 | -81 | -81 | -77 | -81 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828660.145
- **Target RSSI fingerprint:** [-89, -85, -79, -82, -83, -100, -71, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
1.6981251239024393,
50.45397758483887,
42.672000000000004
] | 4 |
11,104 | **[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 | 1723010235.143 | 129.907 | 85.262 | 60.960 | -72 | -73 | -82 | -81 | -73 | -77 | -79 | -77 |
| B | 1723010227.139 | 123.114 | 87.412 | 60.960 | -81 | -71 | -87 | -88 | -85 | -74 | -77 | -79 |
| C | 1723010118.175 | 60.283 | 9.634 | 60.960 | -100 | -79 | -85 | -79 | -76 | -76 | -74 | -69 |
| D | 1723010187.139 | 24.623 | 42.916 | 60.960 | -100 | -84 | -88 | -82 | -78 | -65 | -72 | -75 |
| E | 1723010340.164 | 52.642 | 7.524 | 60.960 | -81 | -78 | -79 | -75 | -76 | -69 | -71 | -69 |
| F | 1723010304.163 | 31.415 | 83.723 | 60.960 | -77 | -100 | -78 | -80 | -74 | -72 | -72 | -75 |
| G | 1723010266.152 | 110.378 | 4.976 | 60.960 | -76 | -88 | -74 | -74 | -69 | -100 | -79 | -75 |
| H | 1723010290.144 | 70.472 | 81.255 | 60.960 | -84 | -87 | -85 | -77 | -78 | -70 | -69 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010041.158
- **Target RSSI fingerprint:** [-77, -100, -72, -74, -70, -78, -78, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
106.1327768730422,
7.245626449584961,
60.96
] | 8 |
39,288 | **[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 | 1723691337.141 | 215.668 | 80.020 | 51.816 | -100 | -100 | -86 | -76 | -76 | -82 | -81 | -79 |
| B | 1723691380.168 | 149.439 | 90.292 | 51.816 | -79 | -84 | -87 | -76 | -87 | -79 | -71 | -80 |
| C | 1723691607.144 | 141.797 | 42.187 | 51.816 | -82 | -86 | -100 | -100 | -80 | -84 | -82 | -81 |
| D | 1723691487.146 | 121.419 | 57.554 | 51.816 | -77 | -76 | -82 | -73 | -81 | -71 | -80 | -68 |
| E | 1723691494.145 | 120.570 | 65.025 | 51.816 | -84 | -86 | -79 | -73 | -76 | -86 | -76 | -80 |
| F | 1723691464.151 | 167.270 | 15.500 | 51.816 | -86 | -100 | -83 | -100 | -81 | -80 | -71 | -78 |
| G | 1723691236.145 | 11.887 | 78.017 | 51.816 | -79 | -79 | -80 | -82 | -78 | -77 | -84 | -77 |
| H | 1723691671.161 | 151.986 | 0.027 | 51.816 | -100 | -100 | -81 | -100 | -82 | -74 | -72 | -75 |
| I | 1723691688.145 | 118.872 | 61.097 | 51.816 | -77 | -74 | -81 | -79 | -81 | -70 | -80 | -68 |
| J | 1723691898.150 | 50.945 | 49.817 | 51.816 | -100 | -77 | -79 | -71 | -79 | -75 | -77 | -77 |
| K | 1723691375.163 | 168.968 | 106.681 | 51.816 | -78 | -81 | -84 | -76 | -83 | -79 | -75 | -78 |
| L | 1723691815.157 | 166.421 | 70.758 | 51.816 | -100 | -85 | -82 | -78 | -78 | -80 | -78 | -77 |
| M | 1723691391.134 | 123.117 | 65.834 | 51.816 | -78 | -77 | -82 | -78 | -83 | -74 | -68 | -76 |
| N | 1723691774.146 | 171.515 | 110.065 | 51.816 | -77 | -76 | -85 | -80 | -84 | -81 | -77 | -76 |
| O | 1723691238.158 | 15.284 | 76.490 | 51.816 | -77 | -84 | -79 | -78 | -78 | -78 | -86 | -78 |
| P | 1723691312.154 | 164.723 | 100.258 | 51.816 | -79 | -74 | -80 | -81 | -70 | -86 | -73 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691830.172
- **Target RSSI fingerprint:** [-79, -80, -82, -74, -76, -80, -80, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
219.06416496664272,
117.25706100463867,
51.816
] | 16 |
19,113 | **[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 | 1723006888.155 | 25.472 | 39.214 | 42.672 | -76 | -68 | -89 | -79 | -83 | -84 | -80 | -68 |
| B | 1723006872.151 | 104.435 | 39.957 | 42.672 | -100 | -81 | -78 | -85 | -86 | -90 | -87 | -81 |
| C | 1723006447.140 | 16.132 | 50.733 | 42.672 | -100 | -78 | -74 | -78 | -76 | -100 | -85 | -74 |
| D | 1723006695.140 | 54.340 | 84.612 | 42.672 | -73 | -85 | -85 | -84 | -88 | -69 | -73 | -72 |
| E | 1723006883.161 | 48.397 | 39.426 | 42.672 | -100 | -80 | -86 | -81 | -78 | -84 | -84 | -63 |
| F | 1723006540.157 | 80.661 | 43.593 | 42.672 | -78 | -89 | -88 | -87 | -86 | -83 | -82 | -66 |
| G | 1723006461.147 | 10.189 | 79.264 | 42.672 | -73 | -81 | -91 | -82 | -85 | -68 | -69 | -81 |
| H | 1723006917.165 | 40.755 | 82.436 | 42.672 | -76 | -84 | -89 | -85 | -89 | -71 | -74 | -78 |
| I | 1723006028.159 | 206.322 | 1.606 | 42.672 | -100 | -97 | -91 | -100 | -89 | -97 | -99 | -88 |
| J | 1723006312.157 | 89.152 | 24.272 | 42.672 | -83 | -88 | -84 | -86 | -85 | -80 | -80 | -80 |
| K | 1723006815.154 | 45.000 | 11.824 | 42.672 | -69 | -82 | -75 | -74 | -72 | -77 | -74 | -57 |
| L | 1723006325.140 | 66.227 | 84.028 | 42.672 | -81 | -87 | -85 | -85 | -90 | -86 | -85 | -68 |
| M | 1723006295.147 | 129.907 | 3.941 | 42.672 | -84 | -88 | -82 | -82 | -72 | -86 | -83 | -82 |
| N | 1723006362.149 | 33.962 | 29.009 | 42.672 | -74 | -85 | -80 | -78 | -70 | -81 | -81 | -69 |
| O | 1723006876.159 | 84.057 | 39.944 | 42.672 | -100 | -86 | -80 | -79 | -85 | -86 | -74 | -100 |
| P | 1723006619.165 | 155.378 | 8.360 | 42.672 | -83 | -84 | -86 | -82 | -84 | -72 | -73 | -84 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006314.174
- **Target RSSI fingerprint:** [-100, -83, -82, -84, -89, -78, -78, -100]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
85.75528358135534,
34.37027931213379,
42.672000000000004
] | 16 |
9,004 | **[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 | 1731999968.249 | 71.321 | 76.464 | 42.672 | -80 | -80 | -100 | -83 | -83 | -78 | -81 | -74 |
| B | 1732000017.242 | 104.435 | 110.715 | 42.672 | -82 | -83 | -86 | -82 | -91 | -83 | -81 | -76 |
| C | 1731999942.221 | 144.341 | 121.159 | 42.672 | -85 | -84 | -77 | -100 | -86 | -78 | -63 | -76 |
| D | 1732000036.210 | 141.793 | 121.517 | 42.672 | -89 | -88 | -88 | -74 | -90 | -84 | -87 | -87 |
| E | 1731999927.219 | 126.510 | 158.156 | 42.672 | -92 | -89 | -82 | -80 | -81 | -84 | -82 | -81 |
| F | 1731999995.226 | 50.944 | 160.983 | 42.672 | -82 | -83 | -88 | -82 | -83 | -82 | -87 | -77 |
| G | 1731999713.220 | 91.699 | 137.295 | 42.672 | -91 | -95 | -81 | -83 | -91 | -83 | -87 | -81 |
| H | 1731999894.242 | 52.642 | 106.044 | 42.672 | -87 | -89 | -89 | -87 | -87 | -83 | -84 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731999974.227
- **Target RSSI fingerprint:** [-84, -82, -100, -79, -80, -77, -72, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
46.698442281964496,
102.19518184661865,
42.672000000000004
] | 8 |
31,067 | **[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 | 1724128607.126 | 36.511 | 39.851 | 51.816 | -78 | -77 | -100 | -67 | -72 | -75 | -66 | -63 |
| B | 1724128884.134 | 36.511 | 57.593 | 51.816 | -85 | -83 | -81 | -84 | -81 | -83 | -66 | -74 |
| C | 1724128824.145 | 91.701 | 39.586 | 51.816 | -83 | -100 | -62 | -100 | -80 | -72 | -76 | -64 |
| D | 1724128734.123 | 101.890 | 58.443 | 51.816 | -75 | -75 | -69 | -78 | -74 | -76 | -79 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128610.151
- **Target RSSI fingerprint:** [-82, -77, -100, -71, -74, -78, -64, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
30.56709613878993,
52.763023376464844,
51.816
] | 4 |
25,055 | **[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 | 1725940996.163 | 100.190 | 61.614 | 51.816 | -78 | -77 | -75 | -79 | -75 | -73 | -78 | -70 |
| B | 1725941281.172 | 47.548 | 106.787 | 51.816 | -76 | -79 | -70 | -77 | -78 | -80 | -77 | -69 |
| C | 1725940977.159 | 97.643 | 15.009 | 51.816 | -81 | -79 | -83 | -85 | -77 | -74 | -65 | -68 |
| D | 1725941274.141 | 22.925 | 127.555 | 51.816 | -85 | -85 | -84 | -67 | -76 | -79 | -76 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725940799.154
- **Target RSSI fingerprint:** [-78, -80, -76, -74, -74, -76, -76, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
81.51053206293713,
67.02867984771729,
51.816
] | 4 |
43,720 | **[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 | 1724130385.127 | 28.869 | 62.397 | 60.960 | -81 | -85 | -80 | -78 | -82 | -75 | -75 | -64 |
| B | 1724130008.131 | 46.700 | 23.170 | 60.960 | -82 | -82 | -77 | -83 | -81 | -79 | -72 | -66 |
| C | 1724129909.146 | 100.192 | 86.297 | 60.960 | -79 | -83 | -81 | -79 | -84 | -72 | -74 | -63 |
| D | 1724130298.115 | 31.416 | 47.614 | 60.960 | -77 | -75 | -100 | -73 | -72 | -72 | -73 | -75 |
| E | 1724130322.136 | 106.136 | 57.686 | 60.960 | -83 | -80 | -72 | -85 | -82 | -75 | -75 | -76 |
| F | 1724130141.121 | 118.872 | 60.619 | 60.960 | -84 | -83 | -75 | -79 | -81 | -71 | -73 | -72 |
| G | 1724129863.116 | 101.890 | 22.254 | 60.960 | -76 | -81 | -100 | -79 | -84 | -83 | -75 | -67 |
| H | 1724129998.127 | 58.587 | 1.155 | 60.960 | -81 | -87 | -78 | -79 | -88 | -69 | -72 | -64 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724129828.118
- **Target RSSI fingerprint:** [-82, -100, -77, -82, -81, -81, -70, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
38.208869742718704,
44.48230743408203,
60.96
] | 8 |
5,621 | **[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 | 1723008293.178 | 153.680 | 11.386 | 51.816 | -91 | -89 | -82 | -85 | -90 | -91 | -82 | -76 |
| B | 1723007827.159 | 203.775 | 2.216 | 51.816 | -90 | -96 | -94 | -100 | -79 | -83 | -100 | -75 |
| C | 1723008311.151 | 112.076 | 42.545 | 51.816 | -76 | -79 | -78 | -86 | -90 | -85 | -82 | -80 |
| D | 1723007941.200 | 150.284 | 38.856 | 51.816 | -80 | -82 | -75 | -85 | -69 | -75 | -76 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008369.155
- **Target RSSI fingerprint:** [-86, -84, -100, -81, -68, -74, -64, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
99.34027858564566,
88.53996276855469,
51.816
] | 4 |
24,908 | **[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 | 1725938054.153 | 97.643 | 21.737 | 30.480 | -76 | -83 | -86 | -83 | -82 | -75 | -83 | -62 |
| B | 1725937643.139 | 51.793 | 19.136 | 30.480 | -72 | -86 | -86 | -83 | -85 | -73 | -83 | -73 |
| C | 1725937765.154 | 14.434 | 61.760 | 30.480 | -73 | -70 | -64 | -66 | -58 | -60 | -50 | -60 |
| D | 1725937972.153 | 95.096 | 23.635 | 30.480 | -72 | -85 | -86 | -84 | -88 | -77 | -83 | -61 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725938132.151
- **Target RSSI fingerprint:** [-100, -75, -68, -79, -60, -58, -47, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
7.641612059126722,
70.9699821472168,
30.48
] | 4 |
42,261 | **[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 | 1723689641.142 | 139.250 | 80.923 | 42.672 | -89 | -85 | -85 | -85 | -80 | -77 | -80 | -81 |
| B | 1723690229.152 | 109.532 | 23.130 | 42.672 | -86 | -83 | -88 | -74 | -78 | -82 | -76 | -73 |
| C | 1723689838.145 | 126.514 | 70.519 | 42.672 | -85 | -82 | -79 | -76 | -75 | -82 | -74 | -73 |
| D | 1723689583.143 | 23.774 | 73.146 | 42.672 | -100 | -83 | -100 | -93 | -79 | -100 | -77 | -70 |
| E | 1723690207.153 | 175.761 | 14.199 | 42.672 | -81 | -86 | -89 | -100 | -100 | -83 | -76 | -80 |
| F | 1723689920.145 | 166.421 | 100.616 | 42.672 | -88 | -88 | -87 | -77 | -75 | -88 | -91 | -82 |
| G | 1723690163.143 | 191.044 | 84.891 | 42.672 | -86 | -84 | -90 | -78 | -82 | -87 | -90 | -83 |
| H | 1723689962.153 | 185.950 | 81.069 | 42.672 | -87 | -82 | -83 | -79 | -82 | -81 | -81 | -84 |
| I | 1723689607.152 | 139.250 | 21.564 | 42.672 | -81 | -85 | -79 | -85 | -87 | -90 | -80 | -76 |
| J | 1723689842.152 | 143.496 | 86.244 | 42.672 | -88 | -81 | -80 | -88 | -84 | -75 | -78 | -78 |
| K | 1723690065.149 | 191.044 | 54.913 | 42.672 | -100 | -100 | -82 | -100 | -100 | -70 | -79 | -82 |
| L | 1723690206.152 | 180.006 | 17.928 | 42.672 | -81 | -85 | -87 | -100 | -100 | -83 | -75 | -84 |
| M | 1723690183.164 | 235.197 | 90.796 | 42.672 | -84 | -85 | -83 | -88 | -90 | -80 | -88 | -100 |
| N | 1723689855.151 | 167.270 | 98.400 | 42.672 | -80 | -85 | -100 | -71 | -71 | -79 | -100 | -80 |
| O | 1723690160.169 | 180.855 | 74.301 | 42.672 | -87 | -84 | -79 | -78 | -81 | -73 | -77 | -80 |
| P | 1723689959.157 | 175.761 | 70.333 | 42.672 | -85 | -80 | -81 | -80 | -83 | -74 | -78 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723690100.159
- **Target RSSI fingerprint:** [-84, -85, -65, -78, -76, -77, -71, -82]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
211.42238857802585,
128.41744899749756,
42.672000000000004
] | 16 |
10,838 | **[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 | 1723008594.159 | 105.284 | 87.584 | 51.816 | -84 | -84 | -69 | -75 | -78 | -88 | -100 | -100 |
| B | 1723008179.145 | 159.624 | 8.095 | 51.816 | -73 | -75 | -82 | -83 | -81 | -76 | -70 | -69 |
| C | 1723008308.162 | 127.359 | 42.877 | 51.816 | -80 | -81 | -91 | -86 | -86 | -82 | -77 | -83 |
| D | 1723008370.144 | 104.435 | 88.659 | 51.816 | -90 | -87 | -71 | -77 | -87 | -89 | -79 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008028.157
- **Target RSSI fingerprint:** [-87, -78, -78, -74, -75, -67, -100, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
39.056861666151285,
19.89229679107666,
51.816
] | 4 |
18,264 | **[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 | 1722999713.131 | 137.548 | 94.445 | 42.672 | -83 | -88 | -87 | -86 | -85 | -86 | -83 | -76 |
| B | 1722999574.153 | 7.642 | 60.924 | 42.672 | -89 | -77 | -79 | -86 | -86 | -82 | -73 | -74 |
| C | 1722999647.147 | 71.321 | 47.335 | 42.672 | -85 | -88 | -85 | -82 | -81 | -82 | -88 | -65 |
| D | 1722999650.139 | 56.887 | 47.097 | 42.672 | -81 | -90 | -75 | -83 | -84 | -83 | -89 | -66 |
| E | 1723000175.134 | 108.680 | 55.510 | 42.672 | -82 | -79 | -84 | -80 | -73 | -81 | -70 | -63 |
| F | 1722999596.151 | 50.095 | 11.638 | 42.672 | -89 | -76 | -82 | -84 | -79 | -86 | -72 | -69 |
| G | 1723000136.153 | 35.661 | 92.826 | 42.672 | -88 | -80 | -87 | -85 | -86 | -88 | -68 | -82 |
| H | 1722999941.126 | 136.699 | 81.414 | 42.672 | -73 | -88 | -82 | -88 | -79 | -89 | -73 | -60 |
| I | 1723000172.137 | 118.020 | 68.528 | 42.672 | -82 | -82 | -83 | -78 | -75 | -81 | -70 | -65 |
| J | 1723000154.155 | 126.510 | 98.280 | 42.672 | -77 | -86 | -81 | -82 | -72 | -81 | -69 | -66 |
| K | 1722999948.136 | 138.397 | 44.695 | 42.672 | -80 | -83 | -78 | -80 | -79 | -70 | -73 | -79 |
| L | 1722999563.151 | 1.698 | 85.753 | 42.672 | -81 | -89 | -82 | -75 | -86 | -74 | -83 | -75 |
| M | 1722999504.137 | 141.793 | 14.889 | 42.672 | -72 | -81 | -75 | -70 | -76 | -70 | -74 | -77 |
| N | 1722999487.141 | 137.548 | 91.513 | 42.672 | -76 | -90 | -83 | -83 | -77 | -79 | -82 | -83 |
| O | 1723000024.133 | 5.943 | 64.839 | 42.672 | -90 | -79 | -83 | -87 | -88 | -81 | -72 | -76 |
| P | 1722999531.133 | 76.416 | 32.181 | 42.672 | -100 | -78 | -85 | -80 | -89 | -83 | -71 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999775.153
- **Target RSSI fingerprint:** [-100, -85, -83, -77, -85, -74, -75, -100]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
64.52872931330131,
92.41491317749023,
42.672000000000004
] | 16 |
8,232 | **[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 | 1723004984.136 | 17.830 | 88.434 | 60.960 | -83 | -81 | -89 | -84 | -78 | -86 | -70 | -81 |
| B | 1723004881.189 | 11.887 | 49.260 | 60.960 | -80 | -75 | -77 | -78 | -78 | -76 | -69 | -78 |
| C | 1723004628.148 | 67.925 | 83.033 | 60.960 | -80 | -88 | -79 | -83 | -86 | -73 | -79 | -71 |
| D | 1723004412.151 | 67.076 | 87.969 | 60.960 | -80 | -86 | -73 | -82 | -87 | -69 | -77 | -72 |
| E | 1723004645.150 | 17.830 | 85.806 | 60.960 | -76 | -87 | -83 | -80 | -89 | -83 | -88 | -72 |
| F | 1723004400.141 | 73.868 | 27.072 | 60.960 | -79 | -83 | -80 | -87 | -79 | -77 | -77 | -67 |
| G | 1723004766.154 | 23.774 | 88.447 | 60.960 | -80 | -82 | -85 | -80 | -76 | -89 | -70 | -79 |
| H | 1723004761.165 | 2.547 | 86.589 | 60.960 | -73 | -82 | -78 | -79 | -81 | -77 | -75 | -83 |
| I | 1723004874.144 | 3.396 | 82.701 | 60.960 | -78 | -79 | -83 | -74 | -76 | -82 | -73 | -78 |
| J | 1723005004.156 | 121.416 | 93.078 | 60.960 | -100 | -82 | -84 | -84 | -80 | -83 | -69 | -62 |
| K | 1723004581.148 | 129.907 | 57.248 | 60.960 | -100 | -81 | -83 | -82 | -67 | -82 | -71 | -100 |
| L | 1723004754.150 | 3.396 | 76.331 | 60.960 | -76 | -84 | -86 | -81 | -74 | -87 | -78 | -78 |
| M | 1723004621.130 | 72.170 | 47.933 | 60.960 | -80 | -84 | -84 | -86 | -80 | -86 | -77 | -78 |
| N | 1723004379.143 | 130.756 | 11.267 | 60.960 | -83 | -87 | -74 | -85 | -79 | -71 | -86 | -73 |
| O | 1723004419.136 | 61.982 | 90.637 | 60.960 | -75 | -87 | -80 | -78 | -88 | -79 | -86 | -67 |
| P | 1723004448.174 | 15.283 | 34.065 | 60.960 | -82 | -76 | -87 | -79 | -81 | -81 | -70 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723005018.147
- **Target RSSI fingerprint:** [-100, -79, -76, -77, -81, -75, -70, -59]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
115.47246126081532,
69.53678131103516,
60.96
] | 16 |
24,058 | **[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 | 1725941262.152 | 15.283 | 101.824 | 51.816 | -72 | -69 | -72 | -75 | -68 | -71 | -55 | -67 |
| B | 1725941445.168 | 36.510 | 28.200 | 51.816 | -100 | -100 | -100 | -100 | -61 | -61 | -69 | -100 |
| C | 1725941218.145 | 59.435 | 55.205 | 51.816 | -73 | -76 | -79 | -73 | -73 | -70 | -79 | -62 |
| D | 1725940923.155 | 44.152 | 60.367 | 51.816 | -100 | -76 | -76 | -77 | -100 | -100 | -74 | -67 |
| E | 1725941094.170 | 101.888 | 57.580 | 51.816 | -80 | -75 | -72 | -66 | -83 | -81 | -81 | -60 |
| F | 1725941329.145 | 16.981 | 69.470 | 51.816 | -74 | -76 | -81 | -79 | -74 | -67 | -60 | -70 |
| G | 1725941330.160 | 12.736 | 71.580 | 51.816 | -76 | -77 | -82 | -80 | -74 | -70 | -58 | -64 |
| H | 1725941063.142 | 18.679 | 118.863 | 51.816 | -79 | -68 | -73 | -77 | -79 | -77 | -55 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725940882.160
- **Target RSSI fingerprint:** [-78, -78, -66, -73, -80, -76, -84, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
64.5291712164919,
91.49925708770752,
51.816
] | 8 |
8,531 | **[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 | 1722839352.167 | 62.831 | 56.585 | 51.816 | -80 | -80 | -75 | -86 | -74 | -76 | -76 | -82 |
| B | 1722839094.170 | 95.944 | 136.088 | 51.816 | -88 | -87 | -78 | -76 | -87 | -77 | -67 | -73 |
| C | 1722838813.158 | 126.510 | 134.137 | 51.816 | -86 | -85 | -92 | -93 | -85 | -78 | -81 | -74 |
| D | 1722839350.171 | 68.774 | 62.132 | 51.816 | -76 | -75 | -73 | -85 | -74 | -79 | -74 | -82 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722838885.155
- **Target RSSI fingerprint:** [-86, -88, -74, -82, -85, -79, -66, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
82.35906789191083,
125.8828067779541,
51.816
] | 4 |
17,832 | **[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 | 1722999708.150 | 138.397 | 97.113 | 42.672 | -86 | -100 | -84 | -82 | -69 | -84 | -70 | -64 |
| B | 1723000103.153 | 39.057 | 47.229 | 42.672 | -88 | -79 | -83 | -78 | -84 | -75 | -87 | -69 |
| C | 1722999640.144 | 106.133 | 48.915 | 42.672 | -88 | -100 | -77 | -76 | -79 | -83 | -85 | -71 |
| D | 1722999658.166 | 16.981 | 46.022 | 42.672 | -83 | -84 | -86 | -82 | -87 | -81 | -80 | -74 |
| E | 1722999753.131 | 76.416 | 13.562 | 42.672 | -81 | -78 | -83 | -75 | -83 | -72 | -76 | -100 |
| F | 1722999527.161 | 78.963 | 14.345 | 42.672 | -75 | -85 | -90 | -91 | -87 | -91 | -71 | -72 |
| G | 1722999835.138 | 119.718 | 15.380 | 42.672 | -75 | -79 | -88 | -79 | -75 | -74 | -68 | -76 |
| H | 1723000116.141 | 11.038 | 52.710 | 42.672 | -85 | -90 | -91 | -89 | -89 | -92 | -80 | -77 |
| I | 1722999777.141 | 56.038 | 91.380 | 42.672 | -90 | -81 | -80 | -84 | -84 | -86 | -90 | -71 |
| J | 1722999964.148 | 118.869 | 14.226 | 42.672 | -90 | -78 | -84 | -82 | -82 | -84 | -86 | -77 |
| K | 1722999965.194 | 113.774 | 13.894 | 42.672 | -84 | -74 | -73 | -72 | -76 | -68 | -83 | -69 |
| L | 1722999555.157 | 36.510 | 87.837 | 42.672 | -86 | -75 | -80 | -82 | -87 | -86 | -87 | -74 |
| M | 1723000115.154 | 11.887 | 48.915 | 42.672 | -89 | -91 | -90 | -91 | -90 | -89 | -87 | -83 |
| N | 1723000052.155 | 76.416 | 14.823 | 42.672 | -76 | -84 | -87 | -84 | -80 | -87 | -70 | -67 |
| O | 1722999834.160 | 114.623 | 15.128 | 42.672 | -74 | -80 | -77 | -82 | -76 | -75 | -68 | -78 |
| P | 1723000060.151 | 117.171 | 15.951 | 42.672 | -76 | -84 | -85 | -82 | -75 | -75 | -68 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999873.133
- **Target RSSI fingerprint:** [-100, -76, -77, -74, -77, -72, -100, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
66.22685376891451,
48.67574691772461,
42.672000000000004
] | 16 |
16,941 | **[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 | 1723003221.169 | 1.698 | 84.917 | 51.816 | -88 | -84 | -80 | -89 | -75 | -81 | -81 | -76 |
| B | 1723002868.135 | 72.170 | 60.009 | 51.816 | -85 | -85 | -85 | -79 | -84 | -74 | -72 | -75 |
| C | 1723003401.147 | 124.812 | 49.724 | 51.816 | -91 | -88 | -85 | -86 | -85 | -85 | -80 | -84 |
| D | 1723002567.138 | 69.623 | 1.685 | 51.816 | -93 | -91 | -87 | -90 | -85 | -100 | -77 | -90 |
| E | 1723003014.152 | 36.510 | 91.831 | 51.816 | -87 | -82 | -84 | -75 | -85 | -82 | -79 | -69 |
| F | 1723003273.168 | 134.152 | 9.634 | 51.816 | -79 | -69 | -85 | -85 | -83 | -69 | -79 | -71 |
| G | 1723003199.163 | 49.246 | 44.973 | 51.816 | -84 | -74 | -77 | -80 | -73 | -86 | -70 | -84 |
| H | 1723003231.186 | 27.170 | 89.774 | 51.816 | -78 | -84 | -84 | -80 | -84 | -79 | -82 | -68 |
| I | 1723003152.183 | 78.963 | 10.550 | 51.816 | -81 | -84 | -80 | -82 | -83 | -80 | -75 | -71 |
| J | 1723002823.171 | 126.510 | 72.788 | 51.816 | -78 | -86 | -87 | -88 | -88 | -66 | -71 | -76 |
| K | 1723003317.153 | 67.076 | 90.345 | 51.816 | -89 | -91 | -86 | -74 | -79 | -74 | -75 | -73 |
| L | 1723003235.155 | 47.547 | 91.181 | 51.816 | -90 | -83 | -83 | -76 | -87 | -80 | -82 | -70 |
| M | 1723002835.149 | 132.454 | 13.018 | 51.816 | -76 | -69 | -79 | -100 | -73 | -66 | -100 | -73 |
| N | 1723003248.152 | 112.925 | 94.432 | 51.816 | -73 | -81 | -83 | -77 | -81 | -77 | -65 | -68 |
| O | 1723003100.150 | 64.529 | 91.566 | 51.816 | -88 | -90 | -82 | -86 | -86 | -85 | -81 | -85 |
| P | 1723003492.142 | 84.057 | 24.165 | 51.816 | -77 | -100 | -85 | -76 | -85 | -80 | -69 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723002793.195
- **Target RSSI fingerprint:** [-82, -73, -80, -81, -77, -66, -77, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
76.41559947765805,
6.542296409606934,
51.816
] | 16 |
9,103 | **[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 | 1722828713.146 | 127.359 | 64.388 | 42.672 | -88 | -84 | -83 | -79 | -80 | -71 | -84 | -82 |
| B | 1722828937.158 | 67.076 | 114.099 | 42.672 | -94 | -97 | -79 | -80 | -92 | -77 | -75 | -78 |
| C | 1722828816.151 | 128.208 | 60.102 | 42.672 | -93 | -91 | -80 | -80 | -85 | -77 | -75 | -78 |
| D | 1722828442.141 | 67.925 | 10.922 | 42.672 | -92 | -94 | -96 | -86 | -89 | -88 | -88 | -93 |
| E | 1722828554.169 | 21.227 | 73.319 | 42.672 | -95 | -87 | -85 | -83 | -86 | -79 | -78 | -79 |
| F | 1722828569.160 | 3.396 | 52.591 | 42.672 | -81 | -89 | -83 | -88 | -76 | -87 | -79 | -75 |
| G | 1722828768.164 | 16.981 | 46.420 | 42.672 | -79 | -87 | -85 | -89 | -75 | -88 | -84 | -73 |
| H | 1722829008.200 | 124.812 | 67.493 | 42.672 | -91 | -74 | -81 | -80 | -86 | -75 | -72 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828480.132
- **Target RSSI fingerprint:** [-95, -88, -78, -86, -88, -88, -80, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
33.11343991609757,
85.93896865844727,
42.672000000000004
] | 8 |
11,608 | **[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 | 1723010168.147 | 88.302 | 42.890 | 60.960 | -76 | -77 | -73 | -73 | -79 | -70 | -66 | -80 |
| B | 1723010109.152 | 45.000 | 9.687 | 60.960 | -71 | -71 | -72 | -68 | -67 | -66 | -73 | -65 |
| C | 1723010391.154 | 89.152 | 44.097 | 60.960 | -79 | -85 | -78 | -80 | -83 | -75 | -70 | -83 |
| D | 1723009922.168 | 148.586 | 28.837 | 60.960 | -85 | -86 | -78 | -82 | -73 | -79 | -65 | -74 |
| E | 1723009939.141 | 107.831 | 45.982 | 60.960 | -85 | -88 | -79 | -72 | -79 | -70 | -69 | -83 |
| F | 1723010086.144 | 0.849 | 83.418 | 60.960 | -85 | -100 | -81 | -76 | -100 | -72 | -100 | -68 |
| G | 1723010420.149 | 2.547 | 83.710 | 60.960 | -85 | -79 | -80 | -78 | -83 | -74 | -77 | -66 |
| H | 1723010405.143 | 27.170 | 43.261 | 60.960 | -85 | -83 | -89 | -84 | -69 | -81 | -69 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723009990.159
- **Target RSSI fingerprint:** [-82, -72, -85, -83, -75, -82, -100, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
65.377790553794,
85.85934638977051,
60.96
] | 8 |
5,637 | **[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 | 1722839315.169 | 127.359 | 132.478 | 51.816 | -85 | -85 | -87 | -93 | -82 | -68 | -86 | -70 |
| B | 1722839272.167 | 22.076 | 117.284 | 51.816 | -74 | -89 | -70 | -70 | -74 | -85 | -83 | -70 |
| C | 1722839235.158 | 98.491 | 184.724 | 51.816 | -86 | -88 | -86 | -90 | -85 | -75 | -86 | -74 |
| D | 1722839295.159 | 78.963 | 124.463 | 51.816 | -85 | -83 | -79 | -72 | -66 | -72 | -80 | -72 |
| E | 1722838714.196 | 20.378 | 20.304 | 51.816 | -75 | -77 | -81 | -76 | -100 | -70 | -80 | -77 |
| F | 1722838739.150 | 44.151 | 90.013 | 51.816 | -82 | -78 | -83 | -75 | -77 | -85 | -70 | -72 |
| G | 1722839258.175 | 35.661 | 143.426 | 51.816 | -84 | -85 | -74 | -72 | -72 | -83 | -81 | -72 |
| H | 1722838942.146 | 56.038 | 77.194 | 51.816 | -85 | -83 | -82 | -90 | -87 | -84 | -74 | -70 |
| I | 1722838952.164 | 21.227 | 114.935 | 51.816 | -86 | -86 | -77 | -76 | -80 | -88 | -80 | -73 |
| J | 1722838852.150 | 21.227 | 132.226 | 51.816 | -78 | -77 | -73 | -70 | -73 | -84 | -85 | -73 |
| K | 1722839014.151 | 136.699 | 119.805 | 51.816 | -100 | -79 | -78 | -84 | -73 | -76 | -66 | -74 |
| L | 1722839342.154 | 71.321 | 63.340 | 51.816 | -72 | -76 | -89 | -87 | -85 | -73 | -72 | -84 |
| M | 1722838737.166 | 50.095 | 82.847 | 51.816 | -82 | -80 | -90 | -77 | -79 | -82 | -68 | -74 |
| N | 1722839193.177 | 89.152 | 111.644 | 51.816 | -82 | -80 | -79 | -72 | -65 | -71 | -83 | -68 |
| O | 1722838548.172 | 3.396 | 6.264 | 51.816 | -79 | -79 | -88 | -96 | -100 | -89 | -75 | -80 |
| P | 1722839314.160 | 124.812 | 136.818 | 51.816 | -89 | -86 | -78 | -90 | -81 | -69 | -86 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722838927.190
- **Target RSSI fingerprint:** [-72, -81, -87, -89, -84, -86, -76, -82]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
90.84969344777792,
79.6488094329834,
51.816
] | 16 |
10,567 | **[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 | 1722838920.186 | 118.020 | 101.651 | 51.816 | -87 | -84 | -92 | -83 | -73 | -73 | -85 | -85 |
| B | 1722839066.187 | 16.981 | 123.521 | 51.816 | -76 | -71 | -73 | -83 | -77 | -88 | -78 | -71 |
| C | 1722838964.159 | 21.227 | 136.645 | 51.816 | -86 | -85 | -71 | -85 | -85 | -72 | -73 | -80 |
| D | 1722839341.166 | 74.718 | 66.007 | 51.816 | -92 | -91 | -94 | -77 | -75 | -75 | -85 | -85 |
| E | 1722839145.169 | 63.680 | 68.966 | 51.816 | -77 | -74 | -88 | -75 | -81 | -84 | -87 | -72 |
| F | 1722839016.140 | 134.152 | 124.158 | 51.816 | -85 | -81 | -91 | -82 | -100 | -81 | -83 | -81 |
| G | 1722838914.169 | 137.548 | 117.907 | 51.816 | -87 | -91 | -91 | -87 | -81 | -78 | -81 | -85 |
| H | 1722839339.175 | 81.510 | 72.125 | 51.816 | -90 | -88 | -92 | -79 | -73 | -84 | -87 | -84 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722838736.176
- **Target RSSI fingerprint:** [-81, -84, -78, -72, -81, -82, -80, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
53.490941001962696,
78.98529052734375,
51.816
] | 8 |
13,363 | **[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 | 1722999578.133 | 12.736 | 42.532 | 42.672 | -81 | -100 | -78 | -70 | -74 | -71 | -68 | -66 |
| B | 1723000025.162 | 6.792 | 60.194 | 42.672 | -84 | -88 | -80 | -76 | -85 | -83 | -71 | -76 |
| C | 1722999721.136 | 139.246 | 55.656 | 42.672 | -85 | -81 | -86 | -87 | -75 | -77 | -75 | -67 |
| D | 1722999714.148 | 138.397 | 90.876 | 42.672 | -86 | -79 | -86 | -89 | -88 | -89 | -77 | -63 |
| E | 1723000150.141 | 106.133 | 97.298 | 42.672 | -82 | -77 | -87 | -87 | -87 | -89 | -68 | -68 |
| F | 1722999516.132 | 101.887 | 12.541 | 42.672 | -87 | -82 | -80 | -87 | -81 | -85 | -82 | -81 |
| G | 1723000034.145 | 17.830 | 16.522 | 42.672 | -86 | -84 | -86 | -75 | -82 | -79 | -73 | -76 |
| H | 1722999947.154 | 137.548 | 49.711 | 42.672 | -85 | -83 | -90 | -85 | -77 | -78 | -75 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999514.145
- **Target RSSI fingerprint:** [-82, -75, -74, -80, -79, -77, -80, -100]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
112.9252762982773,
12.925348281860352,
42.672000000000004
] | 8 |
35,299 | **[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 | 1724123511.132 | 87.456 | 86.178 | 60.960 | -100 | -69 | -80 | -71 | -74 | -79 | -73 | -66 |
| B | 1724122985.130 | 4.245 | 57.301 | 60.960 | -100 | -100 | -100 | -100 | -97 | -89 | -100 | -69 |
| C | 1724122988.143 | 5.944 | 54.674 | 60.960 | -100 | -100 | -100 | -100 | -82 | -95 | -100 | -68 |
| D | 1724123345.123 | 100.192 | 73.823 | 60.960 | -72 | -79 | -75 | -78 | -76 | -81 | -76 | -71 |
| E | 1724123406.137 | 12.736 | 39.214 | 60.960 | -75 | -76 | -81 | -79 | -74 | -78 | -86 | -76 |
| F | 1724123570.113 | 24.623 | 53.944 | 60.960 | -81 | -81 | -82 | -80 | -77 | -83 | -68 | -66 |
| G | 1724123521.162 | 99.343 | 73.651 | 60.960 | -73 | -80 | -74 | -77 | -78 | -82 | -76 | -72 |
| H | 1724123357.141 | 116.325 | 44.588 | 60.960 | -80 | -84 | -82 | -79 | -79 | -83 | -77 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123588.123
- **Target RSSI fingerprint:** [-76, -76, -78, -74, -78, -75, -79, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
27.17074684442138,
8.081660270690918,
60.96
] | 8 |
37,256 | **[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 | 1724128608.132 | 33.963 | 44.588 | 51.816 | -71 | -66 | -71 | -70 | -76 | -72 | -66 | -57 |
| B | 1724128828.143 | 97.645 | 24.497 | 51.816 | -81 | -100 | -100 | -78 | -81 | -76 | -77 | -67 |
| C | 1724128477.138 | 137.552 | 40.820 | 51.816 | -89 | -81 | -81 | -74 | -83 | -82 | -100 | -74 |
| D | 1724128764.145 | 109.532 | 28.279 | 51.816 | -78 | -80 | -83 | -80 | -79 | -82 | -85 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128762.138
- **Target RSSI fingerprint:** [-68, -76, -83, -72, -63, -81, -80, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
119.72112654359388,
33.12286376953125,
51.816
] | 4 |
32,593 | **[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 | 1723693297.143 | 123.117 | 63.897 | 60.960 | -78 | -78 | -82 | -75 | -80 | -77 | -79 | -66 |
| B | 1723693154.136 | 219.064 | 97.152 | 60.960 | -100 | -74 | -76 | -81 | -75 | -76 | -64 | -69 |
| C | 1723693285.140 | 128.212 | 37.582 | 60.960 | -77 | -67 | -81 | -81 | -71 | -74 | -75 | -63 |
| D | 1723693150.148 | 226.706 | 81.361 | 60.960 | -100 | -76 | -73 | -85 | -74 | -77 | -63 | -69 |
| E | 1723693612.137 | 143.496 | 42.452 | 60.960 | -78 | -77 | -83 | -80 | -79 | -76 | -70 | -62 |
| F | 1723693404.153 | 131.608 | 32.128 | 60.960 | -76 | -100 | -81 | -72 | -100 | -78 | -100 | -74 |
| G | 1723693413.150 | 147.741 | 44.283 | 60.960 | -100 | -76 | -75 | -78 | -73 | -78 | -67 | -61 |
| H | 1723693032.145 | 11.038 | 70.386 | 60.960 | -75 | -100 | -100 | -76 | -74 | -100 | -84 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693334.153
- **Target RSSI fingerprint:** [-77, -75, -81, -77, -82, -77, -64, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
191.89341005606528,
44.77425575256348,
60.96
] | 8 |
30,814 | **[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 | 1724128514.172 | 56.040 | 68.196 | 51.816 | -84 | -83 | -100 | -79 | -82 | -81 | -64 | -80 |
| B | 1724128606.133 | 38.209 | 35.153 | 51.816 | -66 | -78 | -100 | -73 | -79 | -77 | -66 | -70 |
| C | 1724128764.145 | 109.532 | 28.279 | 51.816 | -80 | -83 | -76 | -80 | -79 | -82 | -85 | -76 |
| D | 1724128524.142 | 33.114 | 55.961 | 51.816 | -75 | -74 | -100 | -78 | -74 | -76 | -66 | -62 |
| E | 1724128594.132 | 55.191 | 1.354 | 51.816 | -75 | -84 | -100 | -100 | -73 | -81 | -62 | -80 |
| F | 1724128638.143 | 82.361 | 53.174 | 51.816 | -100 | -100 | -63 | -85 | -84 | -77 | -78 | -67 |
| G | 1724128671.129 | 130.759 | 69.550 | 51.816 | -67 | -77 | -80 | -71 | -80 | -69 | -76 | -65 |
| H | 1724128635.142 | 75.569 | 68.953 | 51.816 | -100 | -78 | -65 | -84 | -76 | -74 | -78 | -64 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128767.110
- **Target RSSI fingerprint:** [-77, -83, -81, -80, -84, -82, -69, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
95.94671843564616,
21.803231239318848,
51.816
] | 8 |
23,451 | **[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 | 1725937700.144 | 24.623 | 118.478 | 30.480 | -72 | -73 | -73 | -82 | -71 | -72 | -52 | -61 |
| B | 1725937256.159 | 49.246 | 7.684 | 30.480 | -96 | -94 | -93 | -92 | -100 | -82 | -92 | -85 |
| C | 1725938003.160 | 3.396 | 36.135 | 30.480 | -85 | -66 | -69 | -64 | -75 | -66 | -59 | -55 |
| D | 1725938349.182 | 37.359 | 7.365 | 30.480 | -100 | -89 | -86 | -95 | -100 | -91 | -84 | -89 |
| E | 1725938247.135 | 46.699 | 14.027 | 30.480 | -100 | -80 | -78 | -76 | -100 | -72 | -73 | -58 |
| F | 1725937725.135 | 95.096 | 57.580 | 30.480 | -70 | -80 | -83 | -82 | -66 | -79 | -77 | -78 |
| G | 1725938045.143 | 96.794 | 5.122 | 30.480 | -82 | -80 | -75 | -82 | -78 | -75 | -81 | -64 |
| H | 1725937643.139 | 51.793 | 19.136 | 30.480 | -89 | -100 | -86 | -85 | -73 | -78 | -83 | -73 |
| I | 1725938170.154 | 78.963 | 73.239 | 30.480 | -67 | -80 | -77 | -81 | -68 | -58 | -79 | -72 |
| J | 1725938099.144 | 54.340 | 7.909 | 30.480 | -87 | -86 | -83 | -85 | -84 | -77 | -79 | -67 |
| K | 1725937953.156 | 102.737 | 47.959 | 30.480 | -67 | -76 | -78 | -71 | -65 | -72 | -66 | -78 |
| L | 1725938158.170 | 55.189 | 93.649 | 30.480 | -76 | -80 | -81 | -73 | -70 | -75 | -69 | -71 |
| M | 1725938069.143 | 84.907 | 55.205 | 30.480 | -76 | -73 | -80 | -80 | -72 | -64 | -69 | -73 |
| N | 1725938166.143 | 68.775 | 82.077 | 30.480 | -74 | -74 | -79 | -82 | -71 | -79 | -85 | -75 |
| O | 1725937620.157 | 79.812 | 57.846 | 30.480 | -78 | -80 | -82 | -77 | -74 | -63 | -72 | -73 |
| P | 1725937804.156 | 52.642 | 13.032 | 30.480 | -84 | -81 | -82 | -82 | -100 | -77 | -82 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725937928.177
- **Target RSSI fingerprint:** [-68, -78, -81, -71, -68, -100, -59, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
31.415516243076524,
111.20576858520508,
30.48
] | 16 |
7,549 | **[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 | 1732000261.231 | 7.642 | 9.356 | 42.672 | -96 | -100 | -98 | -92 | -94 | -87 | -79 | -91 |
| B | 1731999718.257 | 105.284 | 147.275 | 42.672 | -93 | -80 | -86 | -76 | -78 | -80 | -79 | -66 |
| C | 1731999723.224 | 111.227 | 144.979 | 42.672 | -91 | -75 | -85 | -80 | -82 | -79 | -67 | -80 |
| D | 1731999714.247 | 96.793 | 140.613 | 42.672 | -90 | -85 | -92 | -82 | -81 | -80 | -82 | -70 |
| E | 1732000218.224 | 6.793 | 10.085 | 42.672 | -86 | -100 | -90 | -83 | -83 | -81 | -88 | -84 |
| F | 1732000040.230 | 142.643 | 122.433 | 42.672 | -81 | -79 | -83 | -86 | -80 | -84 | -89 | -75 |
| G | 1731999612.218 | 89.152 | 89.111 | 42.672 | -82 | -100 | -72 | -85 | -77 | -75 | -68 | -83 |
| H | 1732000140.222 | 146.888 | 126.069 | 42.672 | -90 | -79 | -87 | -100 | -83 | -84 | -58 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1732000082.214
- **Target RSSI fingerprint:** [-92, -90, -77, -70, -92, -88, -84, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
45.849379695019685,
146.0537815093994,
42.672000000000004
] | 8 |
5,415 | **[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 | 1723006588.162 | 37.359 | 22.334 | 42.672 | -76 | -81 | -77 | -72 | -100 | -70 | -74 | -64 |
| B | 1723006831.153 | 93.397 | 9.210 | 42.672 | -78 | -83 | -84 | -82 | -74 | -74 | -80 | -75 |
| C | 1723006434.158 | 43.302 | 38.789 | 42.672 | -100 | -75 | -81 | -74 | -100 | -100 | -100 | -66 |
| D | 1723006278.152 | 146.888 | 39.532 | 42.672 | -75 | -86 | -82 | -84 | -73 | -72 | -67 | -81 |
| E | 1723006780.165 | 56.038 | 81.255 | 42.672 | -81 | -79 | -84 | -86 | -73 | -83 | -86 | -79 |
| F | 1723006950.165 | 154.529 | 65.980 | 42.672 | -76 | -79 | -76 | -84 | -74 | -75 | -70 | -71 |
| G | 1723006354.275 | 12.736 | 61.309 | 42.672 | -72 | -87 | -82 | -74 | -79 | -83 | -83 | -81 |
| H | 1723006761.145 | 86.604 | 30.601 | 42.672 | -100 | -89 | -87 | -91 | -80 | -79 | -78 | -71 |
| I | 1723006424.121 | 93.397 | 39.214 | 42.672 | -100 | -84 | -87 | -81 | -75 | -83 | -87 | -71 |
| J | 1723006615.233 | 137.548 | 8.546 | 42.672 | -85 | -83 | -83 | -86 | -80 | -71 | -70 | -85 |
| K | 1723006604.147 | 82.359 | 9.422 | 42.672 | -79 | -85 | -84 | -87 | -76 | -78 | -82 | -76 |
| L | 1723006672.147 | 16.981 | 50.454 | 42.672 | -77 | -80 | -76 | -75 | -77 | -86 | -89 | -75 |
| M | 1723006618.151 | 151.982 | 8.307 | 42.672 | -83 | -84 | -82 | -84 | -79 | -73 | -71 | -83 |
| N | 1723006376.149 | 64.529 | 10.417 | 42.672 | -83 | -87 | -84 | -84 | -82 | -76 | -79 | -86 |
| O | 1723006910.139 | 5.943 | 79.835 | 42.672 | -68 | -86 | -81 | -85 | -81 | -83 | -89 | -80 |
| P | 1723006330.145 | 63.680 | 83.351 | 42.672 | -74 | -72 | -82 | -81 | -73 | -100 | -75 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006703.153
- **Target RSSI fingerprint:** [-100, -83, -84, -82, -100, -78, -74, -100]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
93.39684350444641,
87.27927684783936,
42.672000000000004
] | 16 |
19,788 | **[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 | 1723006702.142 | 89.152 | 87.226 | 42.672 | -86 | -76 | -75 | -78 | -81 | -80 | -75 | -77 |
| B | 1723006958.140 | 180.001 | 35.883 | 42.672 | -84 | -81 | -80 | -100 | -73 | -69 | -79 | -66 |
| C | 1723006959.141 | 183.397 | 32.274 | 42.672 | -90 | -82 | -80 | -100 | -76 | -70 | -79 | -65 |
| D | 1723006727.189 | 148.586 | 36.533 | 42.672 | -82 | -83 | -77 | -81 | -74 | -68 | -79 | -71 |
| E | 1723006029.148 | 207.171 | 1.792 | 42.672 | -89 | -87 | -100 | -100 | -96 | -99 | -84 | -72 |
| F | 1723006413.140 | 143.492 | 39.891 | 42.672 | -91 | -93 | -89 | -83 | -91 | -85 | -78 | -78 |
| G | 1723006311.164 | 91.699 | 19.547 | 42.672 | -86 | -84 | -85 | -83 | -79 | -81 | -82 | -81 |
| H | 1723006837.169 | 123.114 | 8.918 | 42.672 | -84 | -79 | -80 | -81 | -73 | -71 | -84 | -75 |
| I | 1723006340.156 | 16.132 | 81.520 | 42.672 | -79 | -84 | -80 | -77 | -84 | -86 | -75 | -78 |
| J | 1723006492.139 | 134.152 | 88.168 | 42.672 | -83 | -80 | -82 | -76 | -84 | -77 | -74 | -78 |
| K | 1723006655.142 | 65.378 | 39.161 | 42.672 | -81 | -81 | -83 | -77 | -81 | -88 | -66 | -77 |
| L | 1723006472.157 | 65.378 | 85.952 | 42.672 | -86 | -87 | -83 | -67 | -72 | -67 | -72 | -76 |
| M | 1723006338.177 | 25.472 | 81.812 | 42.672 | -78 | -90 | -79 | -78 | -100 | -87 | -70 | -81 |
| N | 1723006321.156 | 72.170 | 68.621 | 42.672 | -84 | -86 | -89 | -81 | -80 | -77 | -71 | -77 |
| O | 1723006285.161 | 156.227 | 7.896 | 42.672 | -83 | -84 | -74 | -81 | -70 | -69 | -75 | -74 |
| P | 1723006917.165 | 40.755 | 82.436 | 42.672 | -89 | -87 | -78 | -76 | -74 | -71 | -78 | -100 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006023.158
- **Target RSSI fingerprint:** [-93, -100, -100, -82, -96, -92, -100, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
200.3786824277214,
0.5042743682861328,
42.672000000000004
] | 16 |
20,508 | **[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 | 1723003322.147 | 46.698 | 88.513 | 51.816 | -85 | -82 | -81 | -88 | -77 | -68 | -64 | -89 |
| B | 1723002914.132 | 23.774 | 18.433 | 51.816 | -85 | -85 | -79 | -73 | -79 | -85 | -78 | -70 |
| C | 1723003446.152 | 7.642 | 90.862 | 51.816 | -85 | -86 | -83 | -85 | -89 | -88 | -82 | -79 |
| D | 1723002939.151 | 108.680 | 11.797 | 51.816 | -84 | -77 | -78 | -76 | -74 | -74 | -69 | -70 |
| E | 1723002950.160 | 133.303 | 15.394 | 51.816 | -84 | -85 | -89 | -87 | -83 | -88 | -81 | -79 |
| F | 1723003151.203 | 73.868 | 10.324 | 51.816 | -74 | -76 | -76 | -73 | -85 | -78 | -62 | -69 |
| G | 1723002977.163 | 65.378 | 46.207 | 51.816 | -86 | -71 | -80 | -87 | -74 | -70 | -65 | -85 |
| H | 1723003381.178 | 131.605 | 11.930 | 51.816 | -83 | -85 | -83 | -80 | -78 | -83 | -78 | -72 |
| I | 1723003162.139 | 128.208 | 11.837 | 51.816 | -87 | -84 | -83 | -79 | -80 | -85 | -83 | -74 |
| J | 1723003040.160 | 126.510 | 86.271 | 51.816 | -89 | -82 | -82 | -88 | -82 | -86 | -71 | -76 |
| K | 1723003024.147 | 87.453 | 93.835 | 51.816 | -71 | -84 | -79 | -82 | -85 | -78 | -73 | -67 |
| L | 1723002902.168 | 5.094 | 76.212 | 51.816 | -83 | -77 | -75 | -78 | -80 | -86 | -100 | -71 |
| M | 1723003309.156 | 70.472 | 78.242 | 51.816 | -81 | -85 | -87 | -86 | -85 | -73 | -72 | -74 |
| N | 1723003366.144 | 60.283 | 10.696 | 51.816 | -84 | -84 | -84 | -74 | -84 | -84 | -63 | -69 |
| O | 1723002890.153 | 20.377 | 86.735 | 51.816 | -85 | -85 | -88 | -86 | -85 | -81 | -73 | -87 |
| P | 1723002931.166 | 69.623 | 11.160 | 51.816 | -80 | -80 | -79 | -75 | -83 | -82 | -76 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723002963.140
- **Target RSSI fingerprint:** [-90, -75, -75, -82, -74, -77, -100, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
128.20839467918185,
50.2018404006958,
51.816
] | 16 |
11,987 | **[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 | 1722828892.164 | 90.850 | 41.616 | 42.672 | -95 | -81 | -82 | -88 | -91 | -83 | -81 | -78 |
| B | 1722828847.161 | 28.019 | 35.233 | 42.672 | -76 | -80 | -88 | -90 | -77 | -71 | -75 | -80 |
| C | 1722828482.166 | 39.057 | 81.520 | 42.672 | -95 | -85 | -77 | -82 | -86 | -89 | -75 | -81 |
| D | 1722828581.141 | 29.717 | 38.617 | 42.672 | -94 | -96 | -96 | -77 | -84 | -90 | -86 | -84 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828739.168
- **Target RSSI fingerprint:** [-95, -93, -80, -75, -84, -93, -79, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
71.32125520390245,
118.902587890625,
42.672000000000004
] | 4 |
25,579 | **[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 | 1725938184.148 | 107.832 | 44.867 | 30.480 | -81 | -70 | -82 | -82 | -63 | -62 | -77 | -68 |
| B | 1725938134.148 | 9.340 | 78.600 | 30.480 | -78 | -100 | -76 | -64 | -100 | -64 | -46 | -59 |
| C | 1725938213.142 | 22.925 | 57.620 | 30.480 | -63 | -72 | -64 | -62 | -69 | -62 | -58 | -58 |
| D | 1725937862.147 | 60.284 | 57.739 | 30.480 | -79 | -74 | -80 | -83 | -73 | -62 | -80 | -69 |
| E | 1725937834.139 | 99.341 | 36.905 | 30.480 | -82 | -76 | -84 | -82 | -73 | -64 | -82 | -70 |
| F | 1725937238.146 | 33.114 | 3.981 | 30.480 | -96 | -84 | -95 | -95 | -85 | -100 | -93 | -85 |
| G | 1725938132.151 | 7.642 | 70.970 | 30.480 | -75 | -100 | -79 | -60 | -100 | -66 | -47 | -58 |
| H | 1725937803.164 | 51.793 | 13.191 | 30.480 | -82 | -74 | -81 | -81 | -79 | -100 | -79 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725938194.146
- **Target RSSI fingerprint:** [-88, -76, -85, -85, -71, -70, -84, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
104.4353648080652,
18.472366333007812,
30.48
] | 8 |
15,361 | **[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 | 1722999702.147 | 116.322 | 95.998 | 42.672 | -79 | -83 | -83 | -85 | -89 | -72 | -68 | -69 |
| B | 1722999926.143 | 108.680 | 98.559 | 42.672 | -81 | -80 | -84 | -88 | -92 | -74 | -68 | -68 |
| C | 1722999479.144 | 133.303 | 89.734 | 42.672 | -75 | -82 | -84 | -80 | -78 | -75 | -69 | -100 |
| D | 1723000178.143 | 101.038 | 42.399 | 42.672 | -74 | -81 | -73 | -75 | -78 | -73 | -68 | -60 |
| E | 1722999390.151 | 75.567 | 3.039 | 42.672 | -100 | -100 | -89 | -95 | -91 | -95 | -84 | -87 |
| F | 1722999600.178 | 71.321 | 11.877 | 42.672 | -79 | -81 | -73 | -84 | -76 | -75 | -69 | -65 |
| G | 1723000107.154 | 18.679 | 46.672 | 42.672 | -79 | -79 | -86 | -78 | -78 | -85 | -82 | -64 |
| H | 1722999612.132 | 132.454 | 13.695 | 42.672 | -78 | -79 | -78 | -72 | -68 | -75 | -73 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999908.139
- **Target RSSI fingerprint:** [-89, -78, -77, -86, -87, -87, -67, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
16.981244556131927,
90.64995288848877,
42.672000000000004
] | 8 |
36,870 | **[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 | 1724128747.151 | 130.759 | 63.777 | 51.816 | -100 | -100 | -79 | -64 | -70 | -73 | -100 | -64 |
| B | 1724128823.142 | 90.003 | 44.097 | 51.816 | -100 | -84 | -100 | -62 | -76 | -83 | -76 | -68 |
| C | 1724128594.132 | 55.191 | 1.354 | 51.816 | -84 | -100 | -75 | -100 | -81 | -73 | -62 | -80 |
| D | 1724128971.158 | 45.002 | 22.321 | 51.816 | -100 | -80 | -73 | -100 | -100 | -74 | -64 | -100 |
| E | 1724128914.146 | 86.607 | 53.347 | 51.816 | -80 | -77 | -89 | -71 | -79 | -85 | -69 | -72 |
| F | 1724128477.138 | 137.552 | 40.820 | 51.816 | -81 | -74 | -81 | -77 | -82 | -83 | -100 | -74 |
| G | 1724128760.145 | 129.061 | 38.232 | 51.816 | -80 | -82 | -79 | -83 | -80 | -67 | -82 | -74 |
| H | 1724128439.154 | 55.191 | 67.414 | 51.816 | -79 | -76 | -80 | -77 | -80 | -84 | -68 | -74 |
| I | 1724128816.130 | 78.116 | 75.217 | 51.816 | -80 | -84 | -83 | -66 | -79 | -84 | -79 | -71 |
| J | 1724128657.189 | 129.061 | 38.869 | 51.816 | -74 | -74 | -100 | -69 | -73 | -77 | -80 | -72 |
| K | 1724128970.158 | 46.700 | 17.822 | 51.816 | -100 | -83 | -76 | -100 | -84 | -77 | -64 | -83 |
| L | 1724128390.158 | 16.133 | 87.810 | 51.816 | -80 | -100 | -82 | -65 | -76 | -100 | -78 | -73 |
| M | 1724128782.158 | 53.492 | 4.631 | 51.816 | -78 | -74 | -70 | -100 | -74 | -65 | -64 | -73 |
| N | 1724128684.119 | 113.778 | 98.134 | 51.816 | -80 | -83 | -78 | -100 | -77 | -78 | -74 | -74 |
| O | 1724128849.126 | 142.646 | 46.287 | 51.816 | -76 | -76 | -74 | -82 | -79 | -82 | -100 | -71 |
| P | 1724128504.151 | 101.890 | 92.574 | 51.816 | -82 | -80 | -81 | -71 | -81 | -73 | -75 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128808.160
- **Target RSSI fingerprint:** [-83, -80, -87, -78, -81, -82, -67, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
68.77596631227733,
76.01272583007812,
51.816
] | 16 |
14,911 | **[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 | 1723006280.138 | 150.284 | 29.447 | 42.672 | -77 | -78 | -87 | -72 | -68 | -84 | -68 | -71 |
| B | 1723006319.161 | 75.567 | 58.775 | 42.672 | -93 | -79 | -82 | -85 | -81 | -88 | -80 | -81 |
| C | 1723006705.154 | 103.586 | 87.545 | 42.672 | -84 | -76 | -90 | -87 | -81 | -88 | -78 | -68 |
| D | 1723006904.129 | 1.698 | 78.693 | 42.672 | -83 | -76 | -88 | -84 | -84 | -76 | -84 | -76 |
| E | 1723006432.144 | 52.642 | 38.776 | 42.672 | -89 | -100 | -82 | -85 | -89 | -77 | -78 | -66 |
| F | 1723006505.150 | 153.680 | 21.538 | 42.672 | -78 | -81 | -85 | -73 | -69 | -86 | -70 | -79 |
| G | 1723006425.140 | 88.302 | 39.294 | 42.672 | -81 | -100 | -85 | -86 | -87 | -82 | -80 | -75 |
| H | 1723006420.166 | 113.774 | 38.776 | 42.672 | -82 | -100 | -81 | -85 | -85 | -84 | -75 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006474.129
- **Target RSSI fingerprint:** [-100, -74, -86, -80, -73, -89, -78, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
74.71747480355714,
87.25273609161377,
42.672000000000004
] | 8 |
5,954 | **[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 | 1723009892.154 | 60.283 | 6.569 | 60.960 | -100 | -77 | -85 | -64 | -73 | -71 | -74 | -66 |
| B | 1723009820.164 | 97.642 | 5.229 | 60.960 | -82 | -86 | -80 | -77 | -72 | -79 | -71 | -70 |
| C | 1723009921.156 | 151.133 | 22.613 | 60.960 | -78 | -88 | -80 | -73 | -85 | -74 | -81 | -65 |
| D | 1723010297.158 | 65.378 | 85.475 | 60.960 | -84 | -82 | -81 | -75 | -71 | -77 | -75 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010263.161
- **Target RSSI fingerprint:** [-79, -89, -84, -100, -71, -86, -67, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
126.51027003266631,
5.2948808670043945,
60.96
] | 4 |
31,820 | **[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 | 1723689608.169 | 143.496 | 19.494 | 42.672 | -76 | -81 | -76 | -93 | -88 | -85 | -80 | -74 |
| B | 1723689226.125 | 4.245 | 70.439 | 42.672 | -100 | -100 | -100 | -86 | -95 | -96 | -100 | -95 |
| C | 1723689895.129 | 223.310 | 104.929 | 42.672 | -83 | -84 | -71 | -80 | -75 | -88 | -74 | -80 |
| D | 1723689750.129 | 146.892 | 39.572 | 42.672 | -89 | -84 | -87 | -86 | -84 | -83 | -85 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723689617.152
- **Target RSSI fingerprint:** [-90, -80, -85, -100, -100, -85, -77, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
155.38271931638045,
15.937724113464355,
42.672000000000004
] | 4 |
37,426 | **[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 | 1723691306.130 | 159.628 | 107.689 | 51.816 | -83 | -100 | -100 | -78 | -76 | -77 | -80 | -76 |
| B | 1723691735.177 | 210.573 | 72.363 | 51.816 | -81 | -100 | -78 | -79 | -77 | -80 | -79 | -81 |
| C | 1723691396.146 | 129.061 | 56.200 | 51.816 | -82 | -100 | -77 | -82 | -75 | -75 | -77 | -72 |
| D | 1723691474.146 | 153.685 | 2.574 | 51.816 | -80 | -78 | -82 | -84 | -82 | -76 | -79 | -82 |
| E | 1723691275.142 | 148.590 | 19.056 | 51.816 | -76 | -72 | -100 | -82 | -100 | -75 | -80 | -74 |
| F | 1723691388.166 | 123.117 | 66.299 | 51.816 | -83 | -100 | -75 | -85 | -84 | -75 | -75 | -70 |
| G | 1723691666.137 | 160.477 | 10.391 | 51.816 | -85 | -74 | -80 | -83 | -82 | -76 | -79 | -74 |
| H | 1723691810.162 | 149.439 | 54.355 | 51.816 | -85 | -77 | -100 | -84 | -77 | -78 | -78 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691716.149
- **Target RSSI fingerprint:** [-79, -100, -75, -80, -74, -100, -74, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
175.76078351974823,
82.19672203063965,
51.816
] | 8 |
31,062 | **[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 | 1724129879.134 | 144.345 | 41.125 | 60.960 | -86 | -85 | -83 | -75 | -81 | -73 | -74 | -76 |
| B | 1724130382.124 | 34.813 | 48.649 | 60.960 | -74 | -74 | -71 | -75 | -75 | -70 | -70 | -62 |
| C | 1724129942.145 | 48.398 | 27.045 | 60.960 | -84 | -79 | -79 | -76 | -82 | -74 | -70 | -69 |
| D | 1724130273.145 | 112.079 | 95.613 | 60.960 | -80 | -83 | -79 | -85 | -74 | -73 | -81 | -64 |
| E | 1724129870.126 | 104.438 | 22.387 | 60.960 | -86 | -82 | -82 | -78 | -83 | -81 | -80 | -71 |
| F | 1724130129.128 | 60.285 | 32.128 | 60.960 | -82 | -83 | -81 | -74 | -81 | -78 | -67 | -70 |
| G | 1724130049.138 | 101.041 | 23.754 | 60.960 | -76 | -83 | -75 | -79 | -74 | -74 | -77 | -70 |
| H | 1724130128.131 | 54.342 | 29.314 | 60.960 | -83 | -69 | -81 | -70 | -78 | -74 | -66 | -69 |
| I | 1724130316.123 | 78.965 | 44.734 | 60.960 | -81 | -80 | -77 | -74 | -81 | -75 | -70 | -69 |
| J | 1724129878.119 | 141.797 | 39.705 | 60.960 | -84 | -84 | -81 | -76 | -80 | -75 | -73 | -76 |
| K | 1724130387.144 | 25.473 | 71.408 | 60.960 | -80 | -83 | -82 | -78 | -78 | -79 | -77 | -64 |
| L | 1724130139.127 | 109.532 | 56.107 | 60.960 | -82 | -82 | -82 | -72 | -80 | -74 | -72 | -75 |
| M | 1724130502.119 | 0.000 | 121.543 | 60.960 | -99 | -97 | -100 | -94 | -100 | -100 | -98 | -90 |
| N | 1724130183.114 | 56.040 | 0.226 | 60.960 | -83 | -83 | -78 | -82 | -77 | -68 | -72 | -65 |
| O | 1724129794.111 | 25.473 | 84.599 | 60.960 | -73 | -77 | -78 | -100 | -76 | -82 | -78 | -71 |
| P | 1724130255.130 | 143.496 | 46.805 | 60.960 | -86 | -76 | -77 | -75 | -81 | -78 | -70 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724129813.124
- **Target RSSI fingerprint:** [-75, -82, -78, -100, -77, -80, -74, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
61.98327758263257,
1.6189861297607422,
60.96
] | 16 |
6,233 | **[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 | 1731994427.215 | 118.869 | 75.137 | 51.816 | -78 | -86 | -88 | -79 | -80 | -85 | -78 | -66 |
| B | 1731994333.210 | 122.265 | 69.696 | 51.816 | -96 | -84 | -88 | -84 | -85 | -91 | -82 | -77 |
| C | 1731994834.252 | 99.340 | 44.403 | 51.816 | -85 | -82 | -69 | -73 | -78 | -78 | -72 | -79 |
| D | 1731994369.221 | 28.868 | 78.574 | 51.816 | -82 | -80 | -79 | -81 | -82 | -88 | -76 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994558.249
- **Target RSSI fingerprint:** [-80, -85, -82, -79, -90, -90, -84, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
54.34000592861239,
103.25681209564209,
51.816
] | 4 |
34,315 | **[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 | 1724126754.133 | 46.700 | 31.331 | 42.672 | -86 | -85 | -86 | -77 | -82 | -85 | -81 | -77 |
| B | 1724126919.151 | 31.416 | 54.555 | 42.672 | -81 | -100 | -77 | -83 | -82 | -69 | -70 | -63 |
| C | 1724127205.135 | 12.736 | 98.267 | 42.672 | -83 | -100 | -74 | -83 | -81 | -70 | -83 | -65 |
| D | 1724127007.162 | 34.813 | 40.899 | 42.672 | -100 | -84 | -100 | -71 | -100 | -73 | -56 | -67 |
| E | 1724126952.169 | 109.532 | 61.628 | 42.672 | -86 | -78 | -93 | -86 | -84 | -89 | -82 | -90 |
| F | 1724126893.137 | 114.627 | 92.574 | 42.672 | -83 | -69 | -100 | -86 | -82 | -100 | -87 | -100 |
| G | 1724127142.138 | 126.514 | 70.532 | 42.672 | -86 | -82 | -87 | -85 | -83 | -91 | -76 | -86 |
| H | 1724126661.135 | 73.021 | 79.012 | 42.672 | -83 | -76 | -69 | -77 | -73 | -81 | -75 | -64 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724127127.134
- **Target RSSI fingerprint:** [-88, -100, -86, -84, -78, -78, -82, -64]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
66.22870859437472,
40.75333118438721,
42.672000000000004
] | 8 |
4,075 | **[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 | 1722999719.155 | 138.397 | 65.675 | 42.672 | -80 | -84 | -84 | -73 | -83 | -78 | -75 | -64 |
| B | 1722999926.143 | 108.680 | 98.559 | 42.672 | -81 | -85 | -88 | -81 | -92 | -74 | -68 | -68 |
| C | 1723000074.166 | 137.548 | 34.901 | 42.672 | -84 | -84 | -77 | -81 | -75 | -80 | -71 | -75 |
| D | 1722999383.137 | 68.774 | 1.951 | 42.672 | -94 | -98 | -95 | -95 | -96 | -93 | -90 | -87 |
| E | 1722999737.147 | 127.359 | 14.067 | 42.672 | -86 | -77 | -81 | -86 | -76 | -84 | -88 | -86 |
| F | 1722999610.155 | 122.265 | 13.244 | 42.672 | -77 | -86 | -77 | -79 | -73 | -74 | -68 | -75 |
| G | 1722999629.139 | 136.699 | 51.675 | 42.672 | -81 | -85 | -79 | -70 | -77 | -76 | -71 | -77 |
| H | 1722999871.136 | 75.567 | 49.021 | 42.672 | -84 | -84 | -85 | -82 | -83 | -80 | -86 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999689.161
- **Target RSSI fingerprint:** [-100, -84, -82, -100, -87, -86, -68, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
51.79279589620237,
92.78648376464844,
42.672000000000004
] | 8 |
30,427 | **[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 | 1723691898.150 | 50.945 | 49.817 | 51.816 | -100 | -100 | -79 | -78 | -79 | -77 | -75 | -77 |
| B | 1723691447.142 | 230.102 | 88.726 | 51.816 | -82 | -79 | -85 | -77 | -86 | -77 | -79 | -77 |
| C | 1723691517.132 | 174.912 | 80.020 | 51.816 | -76 | -84 | -83 | -79 | -76 | -76 | -79 | -81 |
| D | 1723691718.112 | 180.855 | 73.810 | 51.816 | -77 | -85 | -84 | -79 | -76 | -76 | -82 | -80 |
| E | 1723691467.166 | 157.081 | 4.777 | 51.816 | -100 | -82 | -84 | -78 | -85 | -75 | -76 | -75 |
| F | 1723691615.140 | 167.270 | 68.488 | 51.816 | -81 | -82 | -80 | -80 | -77 | -75 | -76 | -75 |
| G | 1723691246.150 | 50.945 | 61.442 | 51.816 | -79 | -100 | -78 | -100 | -79 | -83 | -80 | -75 |
| H | 1723691398.150 | 134.156 | 49.419 | 51.816 | -77 | -83 | -83 | -76 | -76 | -75 | -77 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691623.169
- **Target RSSI fingerprint:** [-100, -81, -82, -78, -75, -80, -80, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
196.98793128783376,
95.57326316833496,
51.816
] | 8 |
24,326 | **[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 | 1725941114.156 | 91.699 | 32.738 | 51.816 | -80 | -85 | -77 | -76 | -86 | -74 | -75 | -63 |
| B | 1725941154.158 | 0.000 | 28.412 | 51.816 | -75 | -76 | -80 | -71 | -75 | -75 | -72 | -81 |
| C | 1725940952.160 | 0.849 | 31.079 | 51.816 | -74 | -77 | -76 | -70 | -79 | -74 | -70 | -74 |
| D | 1725941221.180 | 55.189 | 40.143 | 51.816 | -100 | -77 | -73 | -78 | -80 | -79 | -75 | -58 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725940912.162
- **Target RSSI fingerprint:** [-75, -75, -76, -75, -85, -73, -75, -64]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
93.3974846554488,
35.98926544189453,
51.816
] | 4 |
44,703 | **[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 | 1723698315.158 | 121.419 | 51.569 | 51.816 | -81 | -77 | -81 | -78 | -76 | -69 | -74 | -70 |
| B | 1723698264.132 | 26.322 | 51.741 | 51.816 | -78 | -100 | -82 | -78 | -83 | -78 | -66 | -75 |
| C | 1723698390.164 | 112.079 | 67.480 | 51.816 | -72 | -79 | -81 | -72 | -77 | -78 | -77 | -76 |
| D | 1723698120.153 | 73.021 | 19.348 | 51.816 | -80 | -70 | -73 | -78 | -72 | -74 | -70 | -72 |
| E | 1723698142.137 | 113.778 | 62.079 | 51.816 | -72 | -77 | -79 | -100 | -73 | -67 | -70 | -67 |
| F | 1723698420.148 | 73.870 | 33.309 | 51.816 | -81 | -75 | -72 | -77 | -74 | -76 | -69 | -71 |
| G | 1723697962.141 | 122.268 | 46.752 | 51.816 | -81 | -76 | -74 | -76 | -78 | -76 | -77 | -73 |
| H | 1723698069.154 | 69.625 | 43.859 | 51.816 | -78 | -75 | -73 | -75 | -73 | -76 | -67 | -70 |
| I | 1723698303.149 | 103.588 | 35.883 | 51.816 | -79 | -69 | -70 | -73 | -71 | -75 | -77 | -73 |
| J | 1723698442.134 | 17.831 | 49.990 | 51.816 | -83 | -88 | -76 | -76 | -80 | -77 | -66 | -77 |
| K | 1723698440.154 | 23.774 | 52.524 | 51.816 | -81 | -86 | -77 | -79 | -83 | -80 | -66 | -76 |
| L | 1723698386.145 | 100.192 | 84.625 | 51.816 | -71 | -85 | -80 | -72 | -77 | -78 | -76 | -78 |
| M | 1723697922.180 | 19.529 | 45.079 | 51.816 | -75 | -84 | -77 | -76 | -77 | -75 | -72 | -74 |
| N | 1723697918.170 | 11.038 | 60.712 | 51.816 | -100 | -84 | -82 | -76 | -80 | -73 | -82 | -77 |
| O | 1723698043.152 | 122.268 | 48.211 | 51.816 | -72 | -69 | -100 | -71 | -70 | -74 | -100 | -72 |
| P | 1723698028.151 | 96.796 | 91.141 | 51.816 | -82 | -74 | -82 | -73 | -71 | -74 | -72 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723697953.186
- **Target RSSI fingerprint:** [-79, -70, -69, -76, -72, -72, -78, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
108.68298806492035,
39.02818202972412,
51.816
] | 16 |
36,960 | **[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 | 1723693351.155 | 225.857 | 84.559 | 60.960 | -100 | -77 | -78 | -82 | -64 | -73 | -75 | -71 |
| B | 1723693296.158 | 119.721 | 61.070 | 60.960 | -84 | -77 | -84 | -78 | -82 | -81 | -77 | -68 |
| C | 1723693307.169 | 159.628 | 97.219 | 60.960 | -81 | -100 | -81 | -80 | -74 | -75 | -73 | -68 |
| D | 1723693485.139 | 128.212 | 35.458 | 60.960 | -77 | -77 | -81 | -79 | -75 | -75 | -69 | -64 |
| E | 1723693799.151 | 5.095 | 68.011 | 60.960 | -89 | -93 | -94 | -102 | -92 | -90 | -96 | -79 |
| F | 1723693410.153 | 135.854 | 33.667 | 60.960 | -82 | -79 | -82 | -75 | -71 | -81 | -78 | -64 |
| G | 1723693709.148 | 7.642 | 66.604 | 60.960 | -66 | -77 | -78 | -100 | -79 | -79 | -77 | -67 |
| H | 1723693085.145 | 135.854 | 36.255 | 60.960 | -73 | -76 | -80 | -80 | -73 | -69 | -68 | -63 |
| I | 1723693290.149 | 118.023 | 57.819 | 60.960 | -83 | -77 | -75 | -81 | -76 | -72 | -71 | -63 |
| J | 1723693442.133 | 226.706 | 85.090 | 60.960 | -100 | -77 | -72 | -77 | -83 | -83 | -76 | -83 |
| K | 1723692832.124 | 0.849 | 67.971 | 60.960 | -75 | -100 | -100 | -100 | -100 | -100 | -92 | -80 |
| L | 1723693196.160 | 118.872 | 60.858 | 60.960 | -100 | -100 | -100 | -75 | -86 | -69 | -75 | -77 |
| M | 1723693207.155 | 134.156 | 35.060 | 60.960 | -79 | -80 | -75 | -79 | -84 | -73 | -79 | -76 |
| N | 1723693618.158 | 167.270 | 64.998 | 60.960 | -84 | -79 | -80 | -76 | -67 | -79 | -75 | -63 |
| O | 1723693170.157 | 196.139 | 125.657 | 60.960 | -100 | -100 | -82 | -76 | -78 | -79 | -78 | -78 |
| P | 1723693601.147 | 129.061 | 37.396 | 60.960 | -73 | -75 | -71 | -71 | -100 | -100 | -74 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693195.147
- **Target RSSI fingerprint:** [-100, -80, -80, -81, -84, -76, -78, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
118.02293804333219,
61.29587650299072,
60.96
] | 16 |
12,403 | **[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 | 1722828633.146 | 72.170 | 10.762 | 42.672 | -93 | -88 | -88 | -79 | -90 | -81 | -85 | -87 |
| B | 1722828677.172 | 31.415 | 86.974 | 42.672 | -96 | -91 | -85 | -88 | -87 | -100 | -94 | -86 |
| C | 1722828723.169 | 104.435 | 85.992 | 42.672 | -100 | -95 | -81 | -82 | -85 | -81 | -89 | -76 |
| D | 1722828793.146 | 93.397 | 86.191 | 42.672 | -95 | -86 | -86 | -87 | -88 | -87 | -79 | -78 |
| E | 1722828444.146 | 65.378 | 12.594 | 42.672 | -79 | -82 | -85 | -79 | -80 | -77 | -74 | -80 |
| F | 1722828893.161 | 91.699 | 41.324 | 42.672 | -92 | -83 | -86 | -88 | -82 | -81 | -82 | -81 |
| G | 1722828877.150 | 35.661 | 87.611 | 42.672 | -96 | -91 | -85 | -88 | -79 | -86 | -91 | -77 |
| H | 1722828902.162 | 112.925 | 55.457 | 42.672 | -91 | -87 | -89 | -87 | -80 | -79 | -85 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828645.147
- **Target RSSI fingerprint:** [-79, -89, -87, -84, -82, -78, -74, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
50.94375371707318,
12.991700172424316,
42.672000000000004
] | 8 |
351 | **[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 | 1722828851.158 | 11.038 | 47.309 | 42.672 | -86 | -87 | -84 | -88 | -81 | -78 | -72 | -75 |
| B | 1722828523.147 | 106.133 | 75.747 | 42.672 | -93 | -84 | -82 | -83 | -88 | -74 | -87 | -76 |
| C | 1722828777.158 | 33.113 | 37.635 | 42.672 | -84 | -83 | -100 | -100 | -86 | -100 | -92 | -75 |
| D | 1722828899.141 | 100.189 | 45.544 | 42.672 | -86 | -92 | -86 | -79 | -81 | -84 | -76 | -78 |
| E | 1722828520.146 | 117.171 | 63.910 | 42.672 | -91 | -84 | -83 | -86 | -84 | -85 | -80 | -80 |
| F | 1722828971.162 | 21.227 | 47.840 | 42.672 | -85 | -80 | -85 | -85 | -86 | -72 | -76 | -74 |
| G | 1722828984.145 | 50.944 | 60.486 | 42.672 | -90 | -89 | -88 | -93 | -87 | -85 | -76 | -78 |
| H | 1722828768.164 | 16.981 | 46.420 | 42.672 | -87 | -84 | -89 | -88 | -85 | -84 | -75 | -73 |
| I | 1722828570.153 | 6.793 | 50.839 | 42.672 | -88 | -85 | -90 | -88 | -85 | -88 | -75 | -75 |
| J | 1722828544.148 | 56.887 | 105.645 | 42.672 | -83 | -84 | -83 | -82 | -79 | -80 | -85 | -77 |
| K | 1722828994.177 | 95.095 | 92.760 | 42.672 | -87 | -86 | -81 | -81 | -82 | -83 | -83 | -73 |
| L | 1722828843.141 | 45.000 | 22.706 | 42.672 | -87 | -85 | -84 | -86 | -87 | -72 | -73 | -80 |
| M | 1722828469.154 | 6.793 | 64.720 | 42.672 | -88 | -92 | -90 | -90 | -83 | -89 | -76 | -78 |
| N | 1722828669.165 | 16.981 | 74.009 | 42.672 | -83 | -91 | -86 | -90 | -82 | -86 | -75 | -79 |
| O | 1722829087.161 | 63.680 | 8.228 | 42.672 | -83 | -88 | -80 | -80 | -81 | -84 | -81 | -78 |
| P | 1722829005.159 | 118.869 | 74.102 | 42.672 | -78 | -87 | -82 | -78 | -81 | -71 | -88 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828927.156
- **Target RSSI fingerprint:** [-96, -83, -86, -77, -78, -86, -94, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
76.41563057560977,
116.52719020843506,
42.672000000000004
] | 16 |
29,974 | **[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 | 1724128501.159 | 114.627 | 98.108 | 51.816 | -83 | -80 | -83 | -70 | -80 | -81 | -76 | -81 |
| B | 1724128806.129 | 59.436 | 71.607 | 51.816 | -78 | -87 | -77 | -100 | -70 | -80 | -67 | -73 |
| C | 1724128676.133 | 119.721 | 92.096 | 51.816 | -78 | -68 | -72 | -80 | -100 | -78 | -73 | -71 |
| D | 1724128394.144 | 23.774 | 69.086 | 51.816 | -77 | -80 | -100 | -100 | -66 | -77 | -79 | -67 |
| E | 1724128871.158 | 96.796 | 88.062 | 51.816 | -83 | -81 | -82 | -72 | -73 | -82 | -73 | -73 |
| F | 1724128789.141 | 39.058 | 34.954 | 51.816 | -100 | -65 | -67 | -74 | -100 | -73 | -65 | -60 |
| G | 1724128763.128 | 114.627 | 30.615 | 51.816 | -83 | -81 | -83 | -71 | -83 | -81 | -84 | -77 |
| H | 1724128882.140 | 45.851 | 62.238 | 51.816 | -81 | -86 | -81 | -85 | -81 | -83 | -66 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128262.133
- **Target RSSI fingerprint:** [-104, -106, -100, -100, -100, -100, -95, -103]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
0,
121.37087821960449,
51.816
] | 8 |
31,376 | **[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 | 1723693063.137 | 119.721 | 18.685 | 60.960 | -76 | -81 | -82 | -76 | -100 | -72 | -75 | -79 |
| B | 1723693465.154 | 168.119 | 20.025 | 60.960 | -80 | -79 | -77 | -78 | -100 | -74 | -100 | -68 |
| C | 1723693702.176 | 36.511 | 53.307 | 60.960 | -100 | -100 | -77 | -79 | -83 | -75 | -69 | -72 |
| D | 1723693168.151 | 202.932 | 131.470 | 60.960 | -82 | -81 | -82 | -83 | -79 | -84 | -83 | -85 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693248.152
- **Target RSSI fingerprint:** [-77, -100, -100, -100, -73, -71, -100, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
227.5550172346261,
79.17107582092285,
60.96
] | 4 |
31,038 | **[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 | 1723689597.169 | 91.701 | 42.744 | 42.672 | -69 | -78 | -71 | -100 | -71 | -75 | -76 | -74 |
| B | 1723690155.159 | 163.874 | 57.328 | 42.672 | -79 | -79 | -82 | -82 | -100 | -82 | -78 | -75 |
| C | 1723690097.136 | 218.215 | 115.227 | 42.672 | -67 | -84 | -69 | -76 | -80 | -67 | -70 | -77 |
| D | 1723689641.142 | 139.250 | 80.923 | 42.672 | -85 | -86 | -80 | -85 | -81 | -85 | -80 | -77 |
| E | 1723690047.167 | 160.477 | 99.475 | 42.672 | -82 | -88 | -77 | -100 | -81 | -81 | -87 | -88 |
| F | 1723689585.157 | 33.963 | 68.077 | 42.672 | -80 | -78 | -75 | -81 | -69 | -100 | -75 | -100 |
| G | 1723689776.141 | 223.310 | 113.037 | 42.672 | -81 | -88 | -84 | -77 | -81 | -85 | -89 | -80 |
| H | 1723689901.150 | 210.573 | 130.196 | 42.672 | -83 | -84 | -75 | -80 | -82 | -66 | -72 | -77 |
| I | 1723689885.154 | 233.499 | 86.881 | 42.672 | -100 | -85 | -100 | -83 | -100 | -100 | -100 | -82 |
| J | 1723689685.165 | 235.197 | 86.483 | 42.672 | -100 | -87 | -100 | -82 | -100 | -83 | -89 | -85 |
| K | 1723690065.149 | 191.044 | 54.913 | 42.672 | -100 | -80 | -100 | -73 | -82 | -82 | -79 | -70 |
| L | 1723690043.175 | 146.043 | 86.204 | 42.672 | -86 | -100 | -83 | -85 | -78 | -84 | -79 | -77 |
| M | 1723689941.171 | 135.854 | 48.477 | 42.672 | -72 | -73 | -77 | -76 | -80 | -86 | -81 | -75 |
| N | 1723689739.140 | 134.156 | 54.448 | 42.672 | -69 | -75 | -73 | -76 | -79 | -86 | -81 | -72 |
| O | 1723689692.143 | 234.348 | 91.207 | 42.672 | -100 | -83 | -100 | -76 | -81 | -75 | -75 | -85 |
| P | 1723689817.150 | 157.081 | 4.101 | 42.672 | -100 | -86 | -100 | -100 | -83 | -82 | -81 | -83 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723689713.162
- **Target RSSI fingerprint:** [-70, -87, -71, -84, -84, -78, -85, -89]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
192.74249882414404,
123.30835342407227,
42.672000000000004
] | 16 |
42,070 | **[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 | 1723691800.151 | 137.552 | 45.000 | 51.816 | -100 | -80 | -78 | -100 | -79 | -78 | -84 | -74 |
| B | 1723691896.146 | 60.285 | 45.531 | 51.816 | -79 | -77 | -100 | -72 | -78 | -76 | -75 | -79 |
| C | 1723691275.142 | 148.590 | 19.056 | 51.816 | -100 | -82 | -76 | -100 | -100 | -80 | -75 | -74 |
| D | 1723691366.145 | 200.384 | 135.345 | 51.816 | -78 | -84 | -77 | -82 | -82 | -83 | -85 | -80 |
| E | 1723691300.164 | 142.646 | 91.645 | 51.816 | -100 | -82 | -83 | -73 | -79 | -81 | -79 | -78 |
| F | 1723691098.133 | 1.698 | 75.800 | 51.816 | -100 | -94 | -100 | -82 | -95 | -100 | -99 | -101 |
| G | 1723691719.136 | 182.553 | 69.563 | 51.816 | -79 | -83 | -85 | -100 | -75 | -81 | -80 | -74 |
| H | 1723691530.160 | 191.893 | 51.701 | 51.816 | -76 | -100 | -76 | -77 | -100 | -71 | -75 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691810.162
- **Target RSSI fingerprint:** [-100, -84, -85, -76, -77, -78, -78, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
149.43912028732217,
54.35546875,
51.816
] | 8 |
24,983 | **[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 | 1725937992.152 | 8.491 | 65.264 | 30.480 | -83 | -68 | -73 | -73 | -62 | -61 | -48 | -69 |
| B | 1725937635.149 | 58.586 | 58.575 | 30.480 | -80 | -85 | -82 | -74 | -63 | -87 | -80 | -69 |
| C | 1725937867.156 | 56.038 | 33.123 | 30.480 | -85 | -84 | -84 | -75 | -70 | -86 | -81 | -70 |
| D | 1725937919.188 | 16.981 | 119.938 | 30.480 | -69 | -66 | -67 | -100 | -66 | -61 | -48 | -58 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725937989.151
- **Target RSSI fingerprint:** [-65, -64, -65, -68, -64, -61, -55, -59]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
16.981360131392716,
60.65889835357666,
30.48
] | 4 |
42,332 | **[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 | 1723691693.131 | 116.325 | 64.905 | 51.816 | -88 | -85 | -84 | -81 | -83 | -81 | -75 | -81 |
| B | 1723691663.139 | 171.515 | 21.803 | 51.816 | -80 | -80 | -80 | -72 | -71 | -76 | -72 | -70 |
| C | 1723691456.167 | 196.139 | 47.680 | 51.816 | -79 | -82 | -87 | -75 | -85 | -77 | -72 | -72 |
| D | 1723691883.137 | 119.721 | 18.393 | 51.816 | -85 | -80 | -80 | -81 | -80 | -76 | -76 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691738.146
- **Target RSSI fingerprint:** [-80, -77, -83, -81, -76, -77, -78, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
220.76233678808958,
83.09910774230957,
51.816
] | 4 |
25,573 | **[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 | 1725943136.151 | 102.737 | 20.078 | 60.960 | -71 | -72 | -71 | -82 | -72 | -66 | -71 | -68 |
| B | 1725943437.155 | 57.737 | 84.891 | 60.960 | -70 | -68 | -72 | -77 | -76 | -67 | -73 | -76 |
| C | 1725943004.150 | 4.245 | 44.151 | 60.960 | -78 | -70 | -72 | -66 | -77 | -71 | -74 | -76 |
| D | 1725943387.153 | 36.510 | 11.041 | 60.960 | -73 | -76 | -75 | -82 | -75 | -71 | -76 | -72 |
| E | 1725942741.131 | 30.566 | 2.548 | 60.960 | -100 | -100 | -100 | -75 | -100 | -100 | -75 | -71 |
| F | 1725942936.154 | 102.737 | 22.162 | 60.960 | -72 | -74 | -72 | -84 | -79 | -69 | -73 | -75 |
| G | 1725943256.148 | 105.284 | 27.987 | 60.960 | -74 | -75 | -74 | -84 | -77 | -60 | -77 | -81 |
| H | 1725943646.166 | 29.717 | 2.296 | 60.960 | -100 | -100 | -100 | -78 | -81 | -100 | -84 | -84 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943475.177
- **Target RSSI fingerprint:** [-73, -72, -75, -83, -73, -70, -77, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
61.981963430075645,
38.470826148986816,
60.96
] | 8 |
6,645 | **[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 | 1722828737.172 | 72.170 | 119.579 | 42.672 | -93 | -92 | -96 | -87 | -88 | -87 | -86 | -93 |
| B | 1722828923.148 | 90.850 | 101.731 | 42.672 | -87 | -92 | -89 | -86 | -78 | -77 | -85 | -76 |
| C | 1722828723.169 | 104.435 | 85.992 | 42.672 | -90 | -95 | -89 | -82 | -85 | -81 | -81 | -76 |
| D | 1722828599.153 | 100.189 | 93.861 | 42.672 | -87 | -80 | -89 | -79 | -85 | -75 | -71 | -73 |
| E | 1722829000.146 | 98.491 | 91.990 | 42.672 | -87 | -74 | -87 | -84 | -84 | -81 | -73 | -74 |
| F | 1722828539.149 | 67.076 | 116.156 | 42.672 | -84 | -96 | -95 | -85 | -79 | -85 | -85 | -80 |
| G | 1722828609.157 | 113.774 | 79.237 | 42.672 | -82 | -80 | -89 | -83 | -82 | -78 | -79 | -78 |
| H | 1722828766.138 | 7.642 | 52.020 | 42.672 | -85 | -89 | -75 | -86 | -81 | -86 | -76 | -74 |
| I | 1722828443.147 | 67.076 | 11.346 | 42.672 | -95 | -91 | -79 | -79 | -97 | -88 | -81 | -93 |
| J | 1722828488.168 | 61.982 | 63.140 | 42.672 | -85 | -88 | -79 | -100 | -85 | -100 | -100 | -74 |
| K | 1722828465.158 | 2.547 | 54.647 | 42.672 | -95 | -91 | -77 | -87 | -89 | -88 | -100 | -85 |
| L | 1722828948.156 | 24.623 | 75.389 | 42.672 | -93 | -93 | -82 | -83 | -83 | -78 | -73 | -79 |
| M | 1722828555.162 | 17.830 | 69.762 | 42.672 | -93 | -91 | -86 | -85 | -85 | -80 | -85 | -79 |
| N | 1722829019.157 | 113.774 | 42.744 | 42.672 | -93 | -91 | -86 | -78 | -80 | -80 | -67 | -78 |
| O | 1722829018.170 | 118.020 | 46.898 | 42.672 | -94 | -92 | -89 | -79 | -81 | -79 | -67 | -79 |
| P | 1722828696.148 | 94.246 | 39.771 | 42.672 | -93 | -81 | -82 | -88 | -80 | -87 | -82 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828477.226
- **Target RSSI fingerprint:** [-88, -81, -76, -87, -81, -82, -88, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
30.566252230243908,
86.76173210144043,
42.672000000000004
] | 16 |
7,552 | **[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 | 1722828823.144 | 106.982 | 33.999 | 42.672 | -89 | -92 | -82 | -80 | -87 | -77 | -78 | -67 |
| B | 1722828589.168 | 62.831 | 63.618 | 42.672 | -93 | -91 | -85 | -91 | -79 | -87 | -74 | -88 |
| C | 1722829023.164 | 95.944 | 28.200 | 42.672 | -88 | -92 | -81 | -76 | -84 | -74 | -76 | -63 |
| D | 1722828509.167 | 109.529 | 44.907 | 42.672 | -84 | -86 | -77 | -77 | -77 | -81 | -76 | -82 |
| E | 1722828546.151 | 50.095 | 99.634 | 42.672 | -86 | -82 | -82 | -89 | -89 | -83 | -78 | -87 |
| F | 1722828636.155 | 67.076 | 7.179 | 42.672 | -87 | -90 | -84 | -78 | -83 | -72 | -79 | -69 |
| G | 1722828901.173 | 108.680 | 52.086 | 42.672 | -88 | -87 | -80 | -80 | -79 | -85 | -77 | -79 |
| H | 1722828591.140 | 70.472 | 70.107 | 42.672 | -93 | -89 | -87 | -90 | -75 | -86 | -75 | -90 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828833.162
- **Target RSSI fingerprint:** [-88, -91, -84, -75, -86, -73, -81, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
70.47219264195122,
7.948956489562988,
42.672000000000004
] | 8 |
15,951 | **[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 | 1722833915.175 | 67.925 | 113.329 | 60.960 | -80 | -80 | -86 | -84 | -83 | -84 | -86 | -81 |
| B | 1722833500.165 | 118.869 | 74.142 | 60.960 | -93 | -87 | -81 | -84 | -82 | -89 | -70 | -77 |
| C | 1722833962.149 | 69.623 | 62.981 | 60.960 | -89 | -92 | -86 | -85 | -77 | -78 | -87 | -78 |
| D | 1722833563.165 | 48.397 | 44.721 | 60.960 | -81 | -92 | -88 | -87 | -77 | -79 | -88 | -78 |
| E | 1722833711.178 | 75.567 | 119.460 | 60.960 | -83 | -81 | -87 | -79 | -81 | -79 | -84 | -82 |
| F | 1722833669.149 | 83.208 | 51.927 | 60.960 | -79 | -90 | -87 | -87 | -80 | -73 | -87 | -81 |
| G | 1722833421.171 | 64.529 | 10.935 | 60.960 | -91 | -93 | -84 | -83 | -86 | -89 | -75 | -89 |
| H | 1722833971.150 | 101.888 | 91.075 | 60.960 | -92 | -83 | -80 | -83 | -82 | -79 | -74 | -76 |
| I | 1722833600.182 | 121.416 | 52.591 | 60.960 | -88 | -79 | -78 | -69 | -83 | -82 | -79 | -76 |
| J | 1722833997.132 | 106.982 | 40.169 | 60.960 | -100 | -82 | -82 | -73 | -84 | -81 | -80 | -78 |
| K | 1722833865.154 | 79.812 | 54.913 | 60.960 | -86 | -92 | -88 | -86 | -80 | -72 | -84 | -81 |
| L | 1722833466.166 | 59.434 | 72.098 | 60.960 | -78 | -86 | -86 | -85 | -83 | -71 | -85 | -78 |
| M | 1722833624.158 | 45.000 | 20.980 | 60.960 | -83 | -89 | -87 | -83 | -76 | -89 | -77 | -82 |
| N | 1722833698.143 | 117.171 | 76.119 | 60.960 | -90 | -83 | -83 | -79 | -79 | -87 | -68 | -77 |
| O | 1722833859.168 | 56.887 | 74.699 | 60.960 | -85 | -85 | -88 | -85 | -83 | -72 | -85 | -77 |
| P | 1722833699.152 | 112.925 | 79.596 | 60.960 | -92 | -87 | -85 | -84 | -82 | -90 | -71 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833567.154
- **Target RSSI fingerprint:** [-90, -92, -89, -82, -77, -78, -87, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
63.67969170693761,
58.46928596496582,
60.96
] | 16 |
19,291 | **[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 | 1723002998.146 | 5.094 | 67.440 | 51.816 | -86 | -81 | -86 | -77 | -84 | -88 | -80 | -78 |
| B | 1723002793.195 | 76.416 | 6.542 | 51.816 | -77 | -73 | -70 | -75 | -66 | -77 | -74 | -77 |
| C | 1723002901.159 | 4.245 | 79.874 | 51.816 | -78 | -73 | -84 | -81 | -100 | -79 | -71 | -100 |
| D | 1723002880.141 | 67.076 | 91.486 | 51.816 | -82 | -86 | -85 | -84 | -80 | -79 | -72 | -76 |
| E | 1723002889.150 | 25.472 | 87.014 | 51.816 | -87 | -76 | -85 | -78 | -92 | -81 | -89 | -68 |
| F | 1723003093.162 | 68.774 | 89.801 | 51.816 | -88 | -88 | -92 | -82 | -87 | -86 | -75 | -70 |
| G | 1723003089.136 | 71.321 | 69.975 | 51.816 | -87 | -85 | -81 | -79 | -75 | -81 | -76 | -69 |
| H | 1723002925.152 | 39.057 | 10.616 | 51.816 | -72 | -100 | -73 | -77 | -100 | -79 | -70 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723003061.150
- **Target RSSI fingerprint:** [-83, -76, -82, -75, -73, -76, -80, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
131.60464354485555,
11.425795555114746,
51.816
] | 8 |
36,197 | **[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 | 1723689844.165 | 151.137 | 93.410 | 42.672 | -100 | -76 | -100 | -81 | -78 | -75 | -75 | -76 |
| B | 1723690202.146 | 193.592 | 34.702 | 42.672 | -84 | -100 | -86 | -100 | -83 | -86 | -82 | -77 |
| C | 1723689771.152 | 220.762 | 111.697 | 42.672 | -100 | -77 | -100 | -75 | -79 | -79 | -82 | -81 |
| D | 1723689960.142 | 179.157 | 74.009 | 42.672 | -84 | -84 | -86 | -80 | -80 | -73 | -79 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723689663.150
- **Target RSSI fingerprint:** [-85, -91, -75, -85, -83, -74, -80, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
186.798897538818,
64.08265590667725,
42.672000000000004
] | 4 |
14,933 | **[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 | 1731994758.231 | 40.755 | 93.702 | 51.816 | -85 | -88 | -82 | -77 | -85 | -78 | -79 | -72 |
| B | 1731994413.255 | 93.397 | 98.745 | 51.816 | -90 | -77 | -84 | -83 | -90 | -79 | -78 | -76 |
| C | 1731994776.224 | 11.887 | 60.619 | 51.816 | -85 | -85 | -77 | -82 | -75 | -75 | -75 | -70 |
| D | 1731994151.208 | 77.265 | 4.751 | 51.816 | -103 | -93 | -95 | -95 | -95 | -100 | -99 | -91 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994731.218
- **Target RSSI fingerprint:** [-85, -87, -94, -80, -84, -72, -78, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
106.98188667195565,
86.50959491729736,
51.816
] | 4 |
765 | **[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 | 1723006647.164 | 105.284 | 39.280 | 42.672 | -87 | -86 | -79 | -100 | -86 | -85 | -76 | -82 |
| B | 1723007049.156 | 202.077 | 4.247 | 42.672 | -100 | -101 | -106 | -106 | -97 | -91 | -103 | -102 |
| C | 1723006884.157 | 43.302 | 39.413 | 42.672 | -81 | -79 | -77 | -100 | -86 | -88 | -77 | -69 |
| D | 1723006887.145 | 28.868 | 39.214 | 42.672 | -81 | -84 | -68 | -100 | -80 | -87 | -75 | -68 |
| E | 1723006545.147 | 71.321 | 67.321 | 42.672 | -87 | -91 | -90 | -82 | -83 | -79 | -80 | -75 |
| F | 1723006901.143 | 6.792 | 69.882 | 42.672 | -83 | -77 | -81 | -73 | -86 | -83 | -84 | -81 |
| G | 1723006769.146 | 71.321 | 69.431 | 42.672 | -88 | -93 | -88 | -82 | -85 | -78 | -81 | -74 |
| H | 1723006519.160 | 127.359 | 6.410 | 42.672 | -81 | -71 | -89 | -85 | -86 | -88 | -78 | -82 |
| I | 1723006656.149 | 59.434 | 38.909 | 42.672 | -86 | -79 | -76 | -77 | -82 | -88 | -74 | -64 |
| J | 1723006632.157 | 147.737 | 35.180 | 42.672 | -89 | -87 | -91 | -82 | -85 | -80 | -78 | -85 |
| K | 1723006561.173 | 30.566 | 79.171 | 42.672 | -77 | -76 | -69 | -70 | -81 | -82 | -72 | -64 |
| L | 1723006280.138 | 150.284 | 29.447 | 42.672 | -83 | -84 | -86 | -78 | -72 | -68 | -68 | -71 |
| M | 1723006797.143 | 0.000 | 78.600 | 42.672 | -80 | -82 | -83 | -78 | -86 | -86 | -79 | -78 |
| N | 1723006781.146 | 50.944 | 81.281 | 42.672 | -83 | -87 | -80 | -83 | -87 | -88 | -75 | -83 |
| O | 1723006381.137 | 90.001 | 10.085 | 42.672 | -78 | -85 | -80 | -72 | -73 | -80 | -78 | -67 |
| P | 1723006469.134 | 50.095 | 84.161 | 42.672 | -83 | -89 | -84 | -73 | -73 | -68 | -81 | -84 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006680.142
- **Target RSSI fingerprint:** [-83, -76, -100, -76, -84, -82, -82, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
1.6981244273535712,
78.30850124359131,
42.672000000000004
] | 16 |
11,156 | **[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 | 1722838853.156 | 18.679 | 129.214 | 51.816 | -74 | -77 | -77 | -84 | -72 | -83 | -72 | -70 |
| B | 1722838918.171 | 125.661 | 107.556 | 51.816 | -87 | -81 | -79 | -86 | -86 | -74 | -84 | -83 |
| C | 1722839003.152 | 114.623 | 101.771 | 51.816 | -85 | -86 | -80 | -87 | -75 | -76 | -66 | -76 |
| D | 1722839157.175 | 19.528 | 113.528 | 51.816 | -84 | -85 | -82 | -85 | -81 | -89 | -81 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722839211.166
- **Target RSSI fingerprint:** [-83, -87, -86, -78, -78, -78, -71, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
131.60469611594,
112.74513244628906,
51.816
] | 4 |
34,530 | **[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 | 1723690017.154 | 155.383 | 2.774 | 42.672 | -100 | -100 | -85 | -79 | -82 | -73 | -79 | -81 |
| B | 1723690100.159 | 211.422 | 128.417 | 42.672 | -78 | -79 | -84 | -84 | -77 | -82 | -65 | -71 |
| C | 1723689696.139 | 225.008 | 108.525 | 42.672 | -71 | -68 | -83 | -80 | -100 | -100 | -69 | -72 |
| D | 1723690151.147 | 151.986 | 45.013 | 42.672 | -91 | -82 | -82 | -89 | -84 | -83 | -88 | -87 |
| E | 1723689675.119 | 202.932 | 54.010 | 42.672 | -100 | -83 | -85 | -84 | -78 | -76 | -83 | -83 |
| F | 1723690183.164 | 235.197 | 90.796 | 42.672 | -88 | -75 | -85 | -84 | -80 | -100 | -83 | -88 |
| G | 1723689865.166 | 191.893 | 53.533 | 42.672 | -88 | -75 | -78 | -80 | -72 | -80 | -86 | -81 |
| H | 1723690229.152 | 109.532 | 23.130 | 42.672 | -74 | -100 | -82 | -86 | -82 | -73 | -88 | -76 |
| I | 1723690197.142 | 208.875 | 53.533 | 42.672 | -100 | -83 | -86 | -83 | -89 | -74 | -78 | -72 |
| J | 1723690003.143 | 184.252 | 30.801 | 42.672 | -100 | -86 | -82 | -79 | -89 | -75 | -86 | -76 |
| K | 1723690217.146 | 160.477 | 0.000 | 42.672 | -100 | -100 | -88 | -84 | -86 | -72 | -83 | -76 |
| L | 1723689764.129 | 196.139 | 87.916 | 42.672 | -77 | -84 | -100 | -86 | -88 | -100 | -84 | -87 |
| M | 1723690094.168 | 225.008 | 102.500 | 42.672 | -78 | -74 | -84 | -84 | -83 | -81 | -73 | -76 |
| N | 1723690021.187 | 146.043 | 19.096 | 42.672 | -100 | -88 | -84 | -87 | -85 | -67 | -84 | -72 |
| O | 1723689954.137 | 158.779 | 52.856 | 42.672 | -83 | -100 | -83 | -87 | -74 | -79 | -88 | -77 |
| P | 1723690098.207 | 215.668 | 119.526 | 42.672 | -71 | -79 | -82 | -80 | -78 | -85 | -67 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723689949.165
- **Target RSSI fingerprint:** [-81, -84, -81, -88, -85, -80, -83, -86]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
144.3446026436321,
38.192148208618164,
42.672000000000004
] | 16 |
44,516 | **[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 | 1723691841.132 | 230.951 | 92.946 | 51.816 | -81 | -84 | -84 | -74 | -77 | -100 | -78 | -77 |
| B | 1723691278.131 | 142.646 | 28.133 | 51.816 | -77 | -84 | -75 | -100 | -100 | -68 | -79 | -67 |
| C | 1723691456.167 | 196.139 | 47.680 | 51.816 | -100 | -82 | -87 | -85 | -75 | -77 | -72 | -72 |
| D | 1723691852.142 | 210.573 | 68.873 | 51.816 | -100 | -81 | -90 | -85 | -75 | -78 | -78 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691622.153
- **Target RSSI fingerprint:** [-73, -82, -83, -74, -80, -83, -80, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
193.5915876449401,
92.45472431182861,
51.816
] | 4 |
32,322 | **[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 | 1724126728.136 | 61.134 | 68.940 | 42.672 | -84 | -77 | -87 | -84 | -100 | -80 | -63 | -83 |
| B | 1724126772.146 | 127.363 | 71.262 | 42.672 | -100 | -81 | -85 | -80 | -84 | -81 | -85 | -80 |
| C | 1724126980.135 | 115.476 | 28.465 | 42.672 | -81 | -88 | -87 | -89 | -91 | -86 | -100 | -86 |
| D | 1724127094.135 | 69.625 | 74.327 | 42.672 | -82 | -79 | -86 | -79 | -89 | -83 | -64 | -86 |
| E | 1724126852.133 | 81.512 | 58.509 | 42.672 | -100 | -85 | -82 | -82 | -74 | -78 | -76 | -74 |
| F | 1724127199.155 | 24.623 | 70.678 | 42.672 | -88 | -100 | -83 | -90 | -82 | -100 | -64 | -86 |
| G | 1724126781.129 | 135.854 | 61.548 | 42.672 | -100 | -78 | -81 | -78 | -76 | -78 | -87 | -75 |
| H | 1724126784.128 | 142.646 | 47.720 | 42.672 | -72 | -85 | -85 | -83 | -75 | -79 | -100 | -83 |
| I | 1724127208.173 | 6.793 | 110.609 | 42.672 | -89 | -100 | -82 | -78 | -80 | -82 | -67 | -79 |
| J | 1724127190.133 | 42.454 | 28.691 | 42.672 | -84 | -100 | -77 | -90 | -83 | -100 | -63 | -62 |
| K | 1724126685.140 | 102.739 | 25.784 | 42.672 | -95 | -89 | -100 | -94 | -89 | -78 | -89 | -85 |
| L | 1724127150.140 | 136.703 | 53.294 | 42.672 | -77 | -85 | -83 | -85 | -74 | -81 | -100 | -84 |
| M | 1724126833.134 | 31.416 | 56.319 | 42.672 | -84 | -81 | -100 | -87 | -82 | -78 | -67 | -78 |
| N | 1724126869.127 | 107.834 | 27.629 | 42.672 | -95 | -88 | -84 | -100 | -84 | -79 | -91 | -82 |
| O | 1724126704.140 | 126.514 | 70.134 | 42.672 | -85 | -70 | -73 | -66 | -84 | -81 | -83 | -73 |
| P | 1724126792.141 | 137.552 | 40.594 | 42.672 | -73 | -81 | -87 | -80 | -87 | -82 | -100 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724126743.139
- **Target RSSI fingerprint:** [-76, -83, -69, -84, -74, -69, -74, -56]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
33.96344030480755,
47.32216835021973,
42.672000000000004
] | 16 |
43,962 | **[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 | 1723696561.175 | 78.116 | 21.777 | 42.672 | -83 | -75 | -79 | -72 | -69 | -71 | -71 | -67 |
| B | 1723696566.144 | 101.041 | 33.402 | 42.672 | -80 | -83 | -80 | -73 | -67 | -76 | -69 | -82 |
| C | 1723696467.144 | 95.947 | 88.036 | 42.672 | -87 | -84 | -79 | -73 | -70 | -77 | -66 | -85 |
| D | 1723696493.135 | 112.928 | 36.095 | 42.672 | -100 | -76 | -76 | -77 | -83 | -76 | -83 | -78 |
| E | 1723696483.150 | 125.665 | 49.897 | 42.672 | -100 | -78 | -76 | -78 | -68 | -79 | -70 | -100 |
| F | 1723696905.153 | 39.058 | 5.401 | 42.672 | -72 | -79 | -71 | -100 | -84 | -100 | -82 | -79 |
| G | 1723696696.163 | 57.738 | 66.193 | 42.672 | -83 | -76 | -80 | -69 | -82 | -68 | -80 | -62 |
| H | 1723696572.152 | 122.268 | 43.593 | 42.672 | -88 | -86 | -83 | -71 | -64 | -77 | -67 | -85 |
| I | 1723696589.146 | 101.890 | 59.345 | 42.672 | -86 | -79 | -80 | -80 | -81 | -74 | -80 | -79 |
| J | 1723696626.162 | 33.114 | 54.700 | 42.672 | -79 | -81 | -76 | -73 | -81 | -69 | -69 | -70 |
| K | 1723696914.169 | 20.378 | 48.278 | 42.672 | -70 | -70 | -70 | -100 | -74 | -77 | -71 | -78 |
| L | 1723696689.156 | 61.983 | 61.906 | 42.672 | -82 | -76 | -100 | -70 | -74 | -67 | -69 | -64 |
| M | 1723696499.152 | 88.305 | 23.223 | 42.672 | -82 | -81 | -76 | -81 | -77 | -74 | -81 | -60 |
| N | 1723696773.131 | 73.021 | 42.996 | 42.672 | -87 | -81 | -79 | -83 | -87 | -79 | -87 | -63 |
| O | 1723696531.141 | 20.378 | 48.994 | 42.672 | -75 | -80 | -73 | -79 | -100 | -73 | -75 | -62 |
| P | 1723696860.149 | 71.323 | 42.664 | 42.672 | -72 | -81 | -77 | -70 | -71 | -67 | -68 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696736.171
- **Target RSSI fingerprint:** [-85, -83, -77, -73, -70, -70, -72, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
75.56863982508327,
18.4989070892334,
42.672000000000004
] | 16 |
16,556 | **[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 | 1723008196.143 | 101.038 | 0.955 | 51.816 | -85 | -89 | -88 | -87 | -82 | -79 | -83 | -81 |
| B | 1723008162.149 | 143.492 | 60.898 | 51.816 | -85 | -72 | -70 | -81 | -76 | -75 | -80 | -83 |
| C | 1723008181.142 | 151.982 | 5.919 | 51.816 | -87 | -77 | -90 | -70 | -85 | -67 | -79 | -87 |
| D | 1723008435.170 | 72.170 | 73.571 | 51.816 | -83 | -84 | -82 | -89 | -86 | -78 | -72 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008338.156
- **Target RSSI fingerprint:** [-74, -76, -77, -77, -76, -77, -77, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
15.283119782407026,
55.97445487976074,
51.816
] | 4 |
3,463 | **[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 | 1722838954.197 | 14.434 | 122.632 | 51.816 | -77 | -85 | -85 | -87 | -78 | -86 | -82 | -77 |
| B | 1722838810.158 | 134.152 | 121.928 | 51.816 | -89 | -81 | -82 | -69 | -82 | -82 | -76 | -74 |
| C | 1722839228.159 | 115.473 | 154.348 | 51.816 | -90 | -85 | -85 | -88 | -71 | -83 | -81 | -71 |
| D | 1722838939.177 | 66.227 | 66.803 | 51.816 | -87 | -83 | -84 | -80 | -85 | -83 | -86 | -83 |
| E | 1722838717.145 | 32.264 | 31.809 | 51.816 | -70 | -77 | -84 | -74 | -83 | -77 | -77 | -78 |
| F | 1722839046.210 | 66.227 | 169.901 | 51.816 | -85 | -85 | -75 | -84 | -83 | -74 | -76 | -73 |
| G | 1722839206.166 | 112.076 | 97.245 | 51.816 | -79 | -82 | -87 | -83 | -76 | -75 | -68 | -76 |
| H | 1722839106.177 | 118.869 | 151.269 | 51.816 | -90 | -84 | -83 | -81 | -92 | -80 | -84 | -87 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722838745.183
- **Target RSSI fingerprint:** [-77, -84, -85, -76, -80, -86, -80, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
24.622814112014577,
112.108154296875,
51.816
] | 8 |
12,474 | **[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 | 1722833672.161 | 95.095 | 41.669 | 60.960 | -90 | -85 | -78 | -83 | -86 | -86 | -86 | -83 |
| B | 1722833743.147 | 3.396 | 56.001 | 60.960 | -88 | -83 | -78 | -75 | -84 | -85 | -81 | -78 |
| C | 1722833684.164 | 114.623 | 49.167 | 60.960 | -82 | -77 | -79 | -77 | -77 | -78 | -64 | -75 |
| D | 1722833659.205 | 45.849 | 85.222 | 60.960 | -84 | -81 | -72 | -84 | -87 | -81 | -88 | -78 |
| E | 1722833435.142 | 14.434 | 49.326 | 60.960 | -89 | -85 | -91 | -75 | -79 | -83 | -83 | -76 |
| F | 1722833551.156 | 25.472 | 42.306 | 60.960 | -88 | -86 | -79 | -76 | -85 | -82 | -74 | -75 |
| G | 1722833984.157 | 129.058 | 65.688 | 60.960 | -86 | -81 | -81 | -100 | -82 | -80 | -72 | -80 |
| H | 1722833829.162 | 15.283 | 46.858 | 60.960 | -90 | -86 | -94 | -77 | -80 | -86 | -86 | -78 |
| I | 1722833886.163 | 129.907 | 63.618 | 60.960 | -78 | -76 | -81 | -79 | -80 | -78 | -66 | -76 |
| J | 1722834002.154 | 85.755 | 22.268 | 60.960 | -100 | -82 | -80 | -81 | -100 | -100 | -100 | -76 |
| K | 1722833599.148 | 124.812 | 55.616 | 60.960 | -89 | -79 | -84 | -87 | -73 | -79 | -84 | -76 |
| L | 1722833727.163 | 35.661 | 88.341 | 60.960 | -90 | -84 | -86 | -76 | -77 | -85 | -86 | -82 |
| M | 1722834003.162 | 81.510 | 18.764 | 60.960 | -100 | -82 | -80 | -82 | -75 | -84 | -85 | -79 |
| N | 1722833498.154 | 125.661 | 67.321 | 60.960 | -85 | -81 | -88 | -82 | -82 | -69 | -79 | -79 |
| O | 1722833463.142 | 48.397 | 82.648 | 60.960 | -92 | -82 | -72 | -82 | -88 | -85 | -86 | -75 |
| P | 1722833867.150 | 86.604 | 48.211 | 60.960 | -100 | -100 | -100 | -100 | -84 | -78 | -82 | -100 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833884.153
- **Target RSSI fingerprint:** [-77, -78, -84, -84, -81, -74, -72, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
127.35938341387522,
61.29587650299072,
60.96
] | 16 |
18,826 | **[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 | 1731994633.222 | 102.737 | 52.630 | 51.816 | -91 | -85 | -85 | -76 | -72 | -78 | -71 | -76 |
| B | 1731994631.198 | 106.982 | 58.934 | 51.816 | -92 | -83 | -93 | -73 | -76 | -76 | -72 | -79 |
| C | 1731994905.210 | 61.982 | 6.237 | 51.816 | -78 | -83 | -70 | -88 | -100 | -81 | -78 | -79 |
| D | 1731994737.222 | 88.303 | 108.990 | 51.816 | -85 | -89 | -85 | -87 | -77 | -73 | -71 | -86 |
| E | 1731994928.218 | 65.378 | 5.109 | 51.816 | -85 | -96 | -80 | -93 | -100 | -88 | -87 | -95 |
| F | 1731994938.235 | 73.868 | 0.265 | 51.816 | -100 | -87 | -86 | -91 | -97 | -97 | -97 | -84 |
| G | 1731994937.209 | 72.170 | 0.173 | 51.816 | -100 | -99 | -85 | -93 | -98 | -101 | -99 | -94 |
| H | 1731994805.196 | 98.491 | 97.020 | 51.816 | -85 | -91 | -84 | -83 | -78 | -94 | -83 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994619.200
- **Target RSSI fingerprint:** [-83, -88, -86, -79, -82, -80, -79, -64]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
91.69876000453341,
83.33797454833984,
51.816
] | 8 |
16,582 | **[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 | 1722841233.147 | 52.642 | 79.038 | 60.960 | -78 | -83 | -80 | -77 | -76 | -82 | -70 | -76 |
| B | 1722841115.159 | 96.793 | 183.118 | 60.960 | -78 | -78 | -78 | -78 | -81 | -75 | -72 | -71 |
| C | 1722841284.158 | 101.038 | 91.977 | 60.960 | -75 | -82 | -70 | -77 | -73 | -77 | -68 | -68 |
| D | 1722841125.179 | 84.906 | 188.201 | 60.960 | -89 | -85 | -85 | -91 | -84 | -81 | -87 | -82 |
| E | 1722840937.172 | 18.679 | 130.687 | 60.960 | -80 | -78 | -77 | -72 | -81 | -72 | -78 | -75 |
| F | 1722841135.163 | 46.698 | 155.025 | 60.960 | -83 | -85 | -82 | -75 | -87 | -73 | -76 | -72 |
| G | 1722841167.156 | 46.698 | 93.795 | 60.960 | -85 | -75 | -83 | -70 | -82 | -74 | -75 | -70 |
| H | 1722841235.146 | 45.849 | 86.934 | 60.960 | -76 | -72 | -82 | -74 | -75 | -76 | -67 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722841333.161
- **Target RSSI fingerprint:** [-81, -75, -77, -83, -75, -73, -74, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
74.71750450587784,
179.25626754760742,
60.96
] | 8 |
36,251 | **[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 | 1723696542.157 | 34.813 | 16.442 | 42.672 | -72 | -77 | -81 | -100 | -82 | -81 | -78 | -72 |
| B | 1723696417.158 | 95.947 | 53.891 | 42.672 | -77 | -82 | -79 | -80 | -82 | -77 | -82 | -67 |
| C | 1723696479.142 | 115.476 | 66.989 | 42.672 | -100 | -71 | -77 | -76 | -69 | -78 | -68 | -100 |
| D | 1723696406.147 | 116.325 | 56.532 | 42.672 | -80 | -88 | -76 | -69 | -83 | -71 | -77 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696558.144
- **Target RSSI fingerprint:** [-78, -83, -100, -73, -71, -69, -74, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
64.53052389557672,
15.15477180480957,
42.672000000000004
] | 4 |
39,193 | **[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 | 1723693107.153 | 158.779 | 96.290 | 60.960 | -100 | -74 | -74 | -73 | -100 | -73 | -70 | -67 |
| B | 1723693521.141 | 177.459 | 61.654 | 60.960 | -80 | -84 | -80 | -79 | -70 | -75 | -84 | -82 |
| C | 1723693681.135 | 132.457 | 8.161 | 60.960 | -100 | -81 | -77 | -74 | -81 | -73 | -89 | -77 |
| D | 1723693103.160 | 146.043 | 83.829 | 60.960 | -75 | -79 | -76 | -76 | -80 | -77 | -75 | -67 |
| E | 1723693444.148 | 228.404 | 81.905 | 60.960 | -70 | -83 | -80 | -100 | -70 | -79 | -84 | -84 |
| F | 1723693523.153 | 181.704 | 52.564 | 60.960 | -82 | -81 | -80 | -79 | -71 | -73 | -79 | -79 |
| G | 1723693692.151 | 82.361 | 31.716 | 60.960 | -100 | -78 | -100 | -74 | -78 | -67 | -83 | -70 |
| H | 1723692893.162 | 9.340 | 67.705 | 60.960 | -100 | -100 | -100 | -101 | -93 | -100 | -83 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693626.152
- **Target RSSI fingerprint:** [-73, -84, -78, -75, -74, -78, -65, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
197.8370112524921,
91.3532829284668,
60.96
] | 8 |
35,322 | **[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 | 1724123406.137 | 12.736 | 39.214 | 60.960 | -77 | -78 | -75 | -84 | -79 | -74 | -86 | -76 |
| B | 1724123195.131 | 71.323 | 19.162 | 60.960 | -79 | -79 | -79 | -77 | -80 | -80 | -82 | -70 |
| C | 1724123295.137 | 37.360 | 28.677 | 60.960 | -100 | -80 | -100 | -83 | -79 | -81 | -71 | -65 |
| D | 1724123220.132 | 12.736 | 43.792 | 60.960 | -77 | -76 | -80 | -100 | -78 | -77 | -70 | -65 |
| E | 1724123170.145 | 105.287 | 62.809 | 60.960 | -78 | -100 | -71 | -71 | -74 | -71 | -68 | -69 |
| F | 1724123527.144 | 112.928 | 48.596 | 60.960 | -79 | -84 | -74 | -78 | -78 | -80 | -74 | -74 |
| G | 1724123256.126 | 80.663 | 28.876 | 60.960 | -78 | -100 | -100 | -73 | -74 | -73 | -73 | -65 |
| H | 1724123351.138 | 114.627 | 47.521 | 60.960 | -77 | -84 | -74 | -73 | -78 | -75 | -74 | -73 |
| I | 1724123588.123 | 27.171 | 8.082 | 60.960 | -78 | -75 | -76 | -83 | -74 | -78 | -79 | -76 |
| J | 1724123539.128 | 88.305 | 29.951 | 60.960 | -76 | -100 | -79 | -73 | -100 | -75 | -65 | -62 |
| K | 1724123290.125 | 59.436 | 39.957 | 60.960 | -100 | -81 | -100 | -79 | -78 | -80 | -67 | -64 |
| L | 1724123191.130 | 73.021 | 19.481 | 60.960 | -100 | -100 | -76 | -75 | -76 | -78 | -66 | -62 |
| M | 1724123121.150 | 28.869 | 25.161 | 60.960 | -72 | -70 | -100 | -78 | -79 | -78 | -73 | -65 |
| N | 1724123590.150 | 29.718 | 1.937 | 60.960 | -81 | -81 | -77 | -84 | -75 | -78 | -76 | -77 |
| O | 1724123486.126 | 11.887 | 36.228 | 60.960 | -81 | -68 | -79 | -83 | -75 | -76 | -100 | -70 |
| P | 1724123524.120 | 106.985 | 60.500 | 60.960 | -78 | -82 | -72 | -79 | -77 | -77 | -73 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123134.127
- **Target RSSI fingerprint:** [-100, -71, -81, -87, -78, -80, -79, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
9.33994422776985,
42.19980239868164,
60.96
] | 16 |
4,799 | **[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 | 1731994286.226 | 21.227 | 79.436 | 51.816 | -81 | -88 | -85 | -100 | -75 | -82 | -72 | -71 |
| B | 1731994263.230 | 50.944 | 23.555 | 51.816 | -81 | -75 | -100 | -69 | -82 | -83 | -77 | -76 |
| C | 1731994682.226 | 25.472 | 92.468 | 51.816 | -86 | -94 | -86 | -96 | -87 | -82 | -88 | -74 |
| D | 1731994462.209 | 35.661 | 33.839 | 51.816 | -86 | -76 | -83 | -82 | -88 | -84 | -75 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994349.228
- **Target RSSI fingerprint:** [-89, -86, -82, -94, -73, -81, -74, -85]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
76.41563333711117,
117.42957592010498,
51.816
] | 4 |
43,512 | **[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 | 1723690237.155 | 72.172 | 40.289 | 42.672 | -100 | -100 | -74 | -79 | -76 | -76 | -70 | -71 |
| B | 1723689712.139 | 196.139 | 126.732 | 42.672 | -76 | -86 | -88 | -87 | -72 | -72 | -86 | -80 |
| C | 1723689588.127 | 49.247 | 61.601 | 42.672 | -100 | -78 | -75 | -100 | -76 | -79 | -69 | -75 |
| D | 1723690162.157 | 186.799 | 81.374 | 42.672 | -90 | -86 | -84 | -85 | -82 | -78 | -81 | -88 |
| E | 1723689861.147 | 181.704 | 71.766 | 42.672 | -82 | -74 | -84 | -72 | -87 | -82 | -80 | -79 |
| F | 1723689764.129 | 196.139 | 87.916 | 42.672 | -84 | -84 | -88 | -88 | -82 | -77 | -100 | -87 |
| G | 1723689842.152 | 143.496 | 86.244 | 42.672 | -80 | -100 | -81 | -75 | -84 | -88 | -78 | -78 |
| H | 1723689663.150 | 186.799 | 64.083 | 42.672 | -83 | -75 | -100 | -74 | -91 | -85 | -80 | -78 |
| I | 1723689585.157 | 33.963 | 68.077 | 42.672 | -100 | -81 | -81 | -100 | -75 | -80 | -69 | -75 |
| J | 1723690152.149 | 154.534 | 47.667 | 42.672 | -83 | -83 | -77 | -76 | -87 | -82 | -78 | -73 |
| K | 1723689957.137 | 168.968 | 63.340 | 42.672 | -82 | -85 | -84 | -76 | -83 | -80 | -78 | -76 |
| L | 1723690059.138 | 176.610 | 82.077 | 42.672 | -81 | -75 | -83 | -70 | -79 | -74 | -83 | -78 |
| M | 1723690098.207 | 215.668 | 119.526 | 42.672 | -67 | -79 | -85 | -78 | -71 | -71 | -85 | -71 |
| N | 1723689920.145 | 166.421 | 100.616 | 42.672 | -87 | -83 | -88 | -88 | -75 | -77 | -82 | -91 |
| O | 1723690120.169 | 164.723 | 97.975 | 42.672 | -86 | -79 | -89 | -91 | -73 | -77 | -78 | -86 |
| P | 1723689622.149 | 146.043 | 30.482 | 42.672 | -81 | -100 | -85 | -84 | -100 | -100 | -69 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723690049.303
- **Target RSSI fingerprint:** [-100, -100, -82, -87, -76, -78, -81, -87]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
162.17540649961018,
101.78380012512207,
42.672000000000004
] | 16 |
43,211 | **[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 | 1724126690.148 | 128.212 | 38.696 | 42.672 | -100 | -100 | -100 | -77 | -100 | -72 | -100 | -89 |
| B | 1724127100.151 | 43.303 | 60.977 | 42.672 | -82 | -78 | -85 | -90 | -74 | -77 | -84 | -64 |
| C | 1724127026.173 | 68.776 | 78.003 | 42.672 | -81 | -69 | -76 | -80 | -75 | -78 | -81 | -62 |
| D | 1724127207.134 | 8.491 | 107.118 | 42.672 | -84 | -72 | -84 | -76 | -70 | -100 | -81 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724126634.135
- **Target RSSI fingerprint:** [-77, -100, -80, -77, -78, -72, -68, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
52.6433324724517,
5.7460737228393555,
42.672000000000004
] | 4 |
33,136 | **[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 | 1724130385.127 | 28.869 | 62.397 | 60.960 | -78 | -82 | -78 | -85 | -80 | -75 | -75 | -64 |
| B | 1724130139.127 | 109.532 | 56.107 | 60.960 | -84 | -82 | -80 | -82 | -72 | -72 | -74 | -75 |
| C | 1724130224.163 | 86.607 | 61.349 | 60.960 | -73 | -82 | -78 | -78 | -84 | -78 | -70 | -68 |
| D | 1724130375.149 | 49.247 | 17.066 | 60.960 | -75 | -76 | -75 | -80 | -77 | -70 | -71 | -63 |
| E | 1724130267.118 | 117.174 | 95.016 | 60.960 | -81 | -77 | -81 | -82 | -73 | -69 | -82 | -63 |
| F | 1724130477.132 | 1.698 | 119.699 | 60.960 | -100 | -86 | -100 | -90 | -100 | -93 | -100 | -84 |
| G | 1724130149.126 | 135.854 | 68.754 | 60.960 | -80 | -73 | -80 | -74 | -74 | -75 | -72 | -66 |
| H | 1724130140.127 | 114.627 | 58.416 | 60.960 | -85 | -78 | -80 | -81 | -73 | -73 | -72 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724130116.121
- **Target RSSI fingerprint:** [-76, -82, -79, -81, -76, -80, -73, -82]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
38.208869742718704,
40.64716815948486,
60.96
] | 8 |
32,410 | **[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 | 1724128549.150 | 97.645 | 55.722 | 51.816 | -74 | -77 | -73 | -81 | -80 | -78 | -80 | -74 |
| B | 1724128935.125 | 141.797 | 46.818 | 51.816 | -64 | -87 | -76 | -83 | -80 | -79 | -100 | -70 |
| C | 1724128400.167 | 35.662 | 41.218 | 51.816 | -72 | -100 | -100 | -83 | -78 | -76 | -82 | -72 |
| D | 1724128264.115 | 1.698 | 119.712 | 51.816 | -100 | -94 | -100 | -96 | -91 | -100 | -88 | -94 |
| E | 1724128753.115 | 140.099 | 45.916 | 51.816 | -64 | -85 | -74 | -81 | -77 | -70 | -100 | -68 |
| F | 1724128490.153 | 123.967 | 76.981 | 51.816 | -84 | -70 | -81 | -67 | -74 | -76 | -78 | -67 |
| G | 1724128760.145 | 129.061 | 38.232 | 51.816 | -83 | -82 | -67 | -79 | -80 | -80 | -82 | -74 |
| H | 1724128495.167 | 116.325 | 95.215 | 51.816 | -84 | -70 | -77 | -68 | -82 | -79 | -76 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128487.138
- **Target RSSI fingerprint:** [-86, -69, -81, -68, -80, -78, -78, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
129.9101585898572,
63.06083679199219,
51.816
] | 8 |
9,163 | **[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 | 1723010063.155 | 71.321 | 74.473 | 60.960 | -79 | -81 | -83 | -76 | -79 | -72 | -70 | -67 |
| B | 1723009878.138 | 33.962 | 28.850 | 60.960 | -82 | -82 | -78 | -70 | -63 | -76 | -73 | -63 |
| C | 1723010119.171 | 65.378 | 9.276 | 60.960 | -83 | -84 | -85 | -79 | -77 | -69 | -75 | -81 |
| D | 1723010064.151 | 69.623 | 79.158 | 60.960 | -81 | -78 | -83 | -75 | -79 | -73 | -69 | -65 |
| E | 1723010164.145 | 107.831 | 43.129 | 60.960 | -79 | -77 | -79 | -71 | -70 | -69 | -85 | -77 |
| F | 1723010099.156 | 19.528 | 52.604 | 60.960 | -81 | -85 | -76 | -66 | -64 | -75 | -74 | -63 |
| G | 1723010276.145 | 97.642 | 7.962 | 60.960 | -82 | -89 | -86 | -89 | -88 | -72 | -71 | -81 |
| H | 1723010080.149 | 23.774 | 84.254 | 60.960 | -81 | -84 | -83 | -83 | -75 | -81 | -72 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723009869.153
- **Target RSSI fingerprint:** [-74, -73, -75, -74, -70, -80, -74, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
10.188746579812051,
68.52823257446289,
60.96
] | 8 |
40,817 | **[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 | 1723693374.147 | 181.704 | 115.081 | 60.960 | -81 | -69 | -100 | -80 | -78 | -76 | -77 | -76 |
| B | 1723693635.150 | 216.517 | 106.866 | 60.960 | -84 | -83 | -80 | -80 | -69 | -78 | -83 | -71 |
| C | 1723693430.170 | 213.121 | 103.350 | 60.960 | -81 | -78 | -81 | -76 | -69 | -78 | -79 | -73 |
| D | 1723693204.170 | 132.457 | 35.644 | 60.960 | -100 | -78 | -74 | -68 | -100 | -100 | -69 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693123.180
- **Target RSSI fingerprint:** [-84, -82, -80, -74, -82, -81, -75, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
180.00620766321168,
57.752685546875,
60.96
] | 4 |
24,055 | **[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 | 1725937599.138 | 96.794 | 18.950 | 30.480 | -88 | -61 | -100 | -86 | -85 | -85 | -82 | -69 |
| B | 1725937849.147 | 73.020 | 68.170 | 30.480 | -82 | -70 | -71 | -79 | -78 | -78 | -70 | -68 |
| C | 1725937813.151 | 94.247 | 1.924 | 30.480 | -87 | -100 | -84 | -81 | -85 | -86 | -83 | -65 |
| D | 1725937669.149 | 1.698 | 28.717 | 30.480 | -70 | -79 | -69 | -69 | -71 | -75 | -69 | -67 |
| E | 1725937712.181 | 65.378 | 83.059 | 30.480 | -79 | -66 | -74 | -78 | -83 | -83 | -80 | -74 |
| F | 1725937879.148 | 41.604 | 12.103 | 30.480 | -85 | -86 | -84 | -85 | -82 | -77 | -77 | -75 |
| G | 1725937626.137 | 61.982 | 76.544 | 30.480 | -79 | -68 | -72 | -78 | -79 | -82 | -84 | -77 |
| H | 1725937794.141 | 33.114 | 17.809 | 30.480 | -69 | -100 | -80 | -73 | -72 | -64 | -60 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725938069.143
- **Target RSSI fingerprint:** [-84, -72, -73, -80, -80, -80, -69, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
84.90680065696358,
55.20477294921875,
30.48
] | 8 |
42,971 | **[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 | 1723696781.155 | 35.662 | 26.647 | 42.672 | -82 | -79 | -78 | -77 | -78 | -80 | -73 | -64 |
| B | 1723696567.143 | 105.287 | 35.764 | 42.672 | -81 | -67 | -81 | -69 | -76 | -76 | -78 | -83 |
| C | 1723696616.159 | 22.925 | 42.611 | 42.672 | -77 | -78 | -80 | -72 | -77 | -72 | -69 | -68 |
| D | 1723696403.141 | 122.268 | 45.265 | 42.672 | -84 | -71 | -79 | -74 | -74 | -66 | -69 | -100 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696997.162
- **Target RSSI fingerprint:** [-103, -100, -95, -101, -94, -100, -102, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
6.7926867258501815,
57.24841117858887,
42.672000000000004
] | 4 |
44,949 | **[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 | 1723698137.137 | 123.967 | 47.163 | 51.816 | -81 | -77 | -84 | -80 | -79 | -79 | -77 | -78 |
| B | 1723698015.151 | 44.152 | 63.884 | 51.816 | -67 | -76 | -73 | -73 | -74 | -73 | -70 | -72 |
| C | 1723698034.143 | 99.343 | 88.129 | 51.816 | -100 | -100 | -73 | -85 | -73 | -74 | -79 | -78 |
| D | 1723698418.168 | 78.116 | 23.621 | 51.816 | -69 | -79 | -80 | -76 | -79 | -76 | -74 | -68 |
| E | 1723698264.132 | 26.322 | 51.741 | 51.816 | -82 | -78 | -78 | -78 | -78 | -83 | -75 | -66 |
| F | 1723697924.160 | 25.473 | 34.171 | 51.816 | -74 | -65 | -79 | -100 | -100 | -71 | -73 | -71 |
| G | 1723698157.150 | 74.720 | 48.065 | 51.816 | -79 | -71 | -78 | -76 | -70 | -100 | -72 | -64 |
| H | 1723698056.132 | 92.550 | 29.128 | 51.816 | -71 | -70 | -79 | -75 | -66 | -80 | -74 | -62 |
| I | 1723698024.136 | 84.909 | 83.922 | 51.816 | -82 | -100 | -82 | -76 | -77 | -75 | -75 | -70 |
| J | 1723698004.129 | 16.982 | 50.613 | 51.816 | -76 | -100 | -77 | -72 | -77 | -75 | -71 | -64 |
| K | 1723698188.153 | 28.869 | 54.475 | 51.816 | -78 | -81 | -82 | -76 | -76 | -80 | -75 | -72 |
| L | 1723698193.138 | 52.643 | 67.307 | 51.816 | -79 | -82 | -83 | -75 | -70 | -76 | -72 | -73 |
| M | 1723698043.152 | 122.268 | 48.211 | 51.816 | -100 | -79 | -72 | -74 | -71 | -70 | -72 | -100 |
| N | 1723698443.148 | 16.982 | 49.711 | 51.816 | -74 | -69 | -79 | -80 | -76 | -80 | -77 | -66 |
| O | 1723698320.141 | 113.778 | 67.015 | 51.816 | -81 | -80 | -75 | -72 | -77 | -76 | -71 | -68 |
| P | 1723698276.132 | 26.322 | 31.026 | 51.816 | -100 | -67 | -100 | -100 | -78 | -75 | -77 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698141.150
- **Target RSSI fingerprint:** [-83, -100, -77, -69, -100, -76, -68, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
115.47567481897788,
58.41620445251465,
51.816
] | 16 |
34,677 | **[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 | 1723697946.156 | 72.172 | 21.551 | 51.816 | -81 | -71 | -80 | -80 | -76 | -73 | -74 | -68 |
| B | 1723698026.128 | 92.550 | 88.328 | 51.816 | -83 | -75 | -83 | -74 | -75 | -71 | -74 | -70 |
| C | 1723697949.149 | 87.456 | 29.235 | 51.816 | -77 | -69 | -66 | -69 | -73 | -71 | -74 | -68 |
| D | 1723698377.156 | 90.003 | 86.881 | 51.816 | -85 | -76 | -83 | -72 | -74 | -71 | -76 | -68 |
| E | 1723697796.138 | 3.396 | 60.951 | 51.816 | -100 | -94 | -95 | -100 | -100 | -89 | -97 | -69 |
| F | 1723698143.153 | 112.928 | 64.574 | 51.816 | -75 | -77 | -80 | -79 | -74 | -76 | -69 | -70 |
| G | 1723698245.153 | 70.474 | 42.863 | 51.816 | -82 | -75 | -74 | -75 | -74 | -74 | -70 | -68 |
| H | 1723697988.151 | 44.152 | 33.720 | 51.816 | -79 | -100 | -79 | -83 | -77 | -100 | -75 | -67 |
| I | 1723698021.142 | 71.323 | 77.167 | 51.816 | -82 | -81 | -82 | -75 | -76 | -74 | -73 | -72 |
| J | 1723698384.140 | 96.796 | 90.026 | 51.816 | -81 | -86 | -82 | -80 | -78 | -78 | -77 | -74 |
| K | 1723698213.146 | 111.230 | 72.085 | 51.816 | -71 | -86 | -80 | -70 | -77 | -75 | -77 | -74 |
| L | 1723697968.152 | 113.778 | 65.224 | 51.816 | -74 | -79 | -81 | -77 | -72 | -77 | -70 | -68 |
| M | 1723698067.138 | 74.720 | 34.954 | 51.816 | -78 | -78 | -69 | -75 | -76 | -76 | -70 | -68 |
| N | 1723698248.134 | 62.832 | 56.213 | 51.816 | -77 | -77 | -63 | -76 | -76 | -76 | -70 | -67 |
| O | 1723698448.150 | 16.982 | 49.140 | 51.816 | -74 | -79 | -70 | -81 | -74 | -74 | -76 | -74 |
| P | 1723698025.139 | 89.154 | 86.191 | 51.816 | -82 | -78 | -83 | -75 | -76 | -72 | -74 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698299.154
- **Target RSSI fingerprint:** [-79, -70, -73, -73, -75, -72, -75, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
85.75767026997622,
26.2355375289917,
51.816
] | 16 |
40,754 | **[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 | 1723698385.177 | 97.645 | 88.341 | 51.816 | -81 | -73 | -82 | -81 | -74 | -72 | -79 | -80 |
| B | 1723698386.145 | 100.192 | 84.625 | 51.816 | -77 | -71 | -85 | -78 | -77 | -72 | -78 | -76 |
| C | 1723698431.153 | 55.191 | 66.923 | 51.816 | -78 | -83 | -87 | -80 | -79 | -77 | -78 | -73 |
| D | 1723698149.169 | 108.683 | 64.839 | 51.816 | -100 | -77 | -73 | -75 | -72 | -73 | -75 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698306.146
- **Target RSSI fingerprint:** [-78, -83, -68, -75, -71, -74, -74, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
118.02293235174945,
42.51829147338867,
51.816
] | 4 |
6,346 | **[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 | 1723005019.165 | 112.925 | 64.959 | 60.960 | -84 | -85 | -80 | -82 | -85 | -83 | -71 | -63 |
| B | 1723004338.150 | 93.397 | 36.878 | 60.960 | -79 | -75 | -83 | -84 | -78 | -68 | -74 | -76 |
| C | 1723004362.150 | 127.359 | 67.626 | 60.960 | -85 | -83 | -82 | -87 | -83 | -66 | -71 | -57 |
| D | 1723004687.130 | 68.774 | 11.479 | 60.960 | -77 | -83 | -76 | -81 | -77 | -81 | -71 | -61 |
| E | 1723004470.165 | 77.265 | 13.323 | 60.960 | -76 | -80 | -80 | -88 | -68 | -78 | -71 | -59 |
| F | 1723004645.150 | 17.830 | 85.806 | 60.960 | -87 | -85 | -83 | -80 | -83 | -89 | -88 | -72 |
| G | 1723004733.154 | 54.340 | 46.380 | 60.960 | -87 | -84 | -77 | -69 | -70 | -80 | -87 | -67 |
| H | 1723004754.150 | 3.396 | 76.331 | 60.960 | -84 | -75 | -86 | -81 | -87 | -74 | -78 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004915.151
- **Target RSSI fingerprint:** [-77, -82, -69, -74, -69, -80, -71, -64]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
119.71777233658058,
13.562326431274414,
60.96
] | 8 |
7,111 | **[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 | 1731994581.229 | 9.340 | 60.991 | 51.816 | -88 | -85 | -91 | -76 | -83 | -72 | -75 | -70 |
| B | 1731994849.243 | 68.774 | 14.571 | 51.816 | -78 | -78 | -75 | -78 | -72 | -71 | -71 | -75 |
| C | 1731994706.212 | 91.699 | 43.036 | 51.816 | -82 | -81 | -94 | -79 | -81 | -80 | -73 | -67 |
| D | 1731994699.213 | 66.227 | 64.295 | 51.816 | -83 | -82 | -85 | -79 | -80 | -79 | -73 | -66 |
| E | 1731994966.188 | 76.416 | 2.256 | 51.816 | -99 | -100 | -93 | -93 | -91 | -95 | -97 | -92 |
| F | 1731994467.211 | 16.132 | 47.455 | 51.816 | -91 | -90 | -81 | -84 | -85 | -86 | -84 | -80 |
| G | 1731994637.227 | 90.001 | 37.608 | 51.816 | -77 | -76 | -84 | -79 | -75 | -68 | -70 | -72 |
| H | 1731994707.220 | 93.397 | 42.624 | 51.816 | -83 | -80 | -70 | -79 | -80 | -78 | -74 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994815.224
- **Target RSSI fingerprint:** [-82, -80, -83, -85, -77, -78, -77, -63]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
104.43469889405193,
92.4812650680542,
51.816
] | 8 |
21,406 | **[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 | 1723004678.157 | 24.623 | 10.192 | 60.960 | -86 | -77 | -100 | -75 | -75 | -76 | -75 | -59 |
| B | 1723004879.161 | 9.340 | 59.279 | 60.960 | -76 | -77 | -87 | -77 | -78 | -80 | -72 | -78 |
| C | 1723004512.147 | 67.076 | 45.531 | 60.960 | -84 | -86 | -81 | -73 | -73 | -80 | -84 | -78 |
| D | 1723004436.135 | 1.698 | 84.426 | 60.960 | -79 | -77 | -84 | -81 | -85 | -76 | -79 | -82 |
| E | 1723004996.143 | 80.661 | 91.645 | 60.960 | -81 | -80 | -76 | -76 | -72 | -81 | -70 | -72 |
| F | 1723005032.146 | 81.510 | 6.874 | 60.960 | -87 | -80 | -74 | -77 | -71 | -76 | -73 | -57 |
| G | 1723004773.134 | 60.283 | 90.305 | 60.960 | -88 | -85 | -76 | -84 | -87 | -77 | -70 | -81 |
| H | 1723004790.141 | 127.359 | 93.171 | 60.960 | -85 | -87 | -78 | -81 | -85 | -82 | -71 | -59 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723005119.135
- **Target RSSI fingerprint:** [-99, -100, -98, -98, -99, -100, -88, -99]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
79.81184822438706,
2.2692346572875977,
60.96
] | 8 |
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