id int64 0 45k | prompt stringlengths 1.45k 2.69k | ground_truth listlengths 3 3 | known_count int64 4 16 |
|---|---|---|---|
7,041 | **[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 | 1723010279.144 | 90.850 | 24.882 | 60.960 | -100 | -89 | -87 | -82 | -80 | -82 | -70 | -75 |
| B | 1723009970.156 | 2.547 | 82.077 | 60.960 | -80 | -89 | -80 | -78 | -75 | -78 | -66 | -78 |
| C | 1723009625.161 | 202.077 | 3.437 | 60.960 | -97 | -92 | -83 | -89 | -86 | -85 | -100 | -80 |
| D | 1723010433.151 | 40.755 | 84.997 | 60.960 | -82 | -73 | -87 | -89 | -84 | -73 | -73 | -83 |
| E | 1723009921.156 | 151.133 | 22.613 | 60.960 | -87 | -88 | -80 | -85 | -81 | -73 | -74 | -65 |
| F | 1723009823.177 | 97.642 | 6.290 | 60.960 | -79 | -81 | -76 | -75 | -72 | -79 | -78 | -80 |
| G | 1723010083.155 | 9.340 | 83.497 | 60.960 | -83 | -83 | -81 | -80 | -73 | -83 | -71 | -76 |
| H | 1723010300.150 | 51.793 | 84.400 | 60.960 | -70 | -100 | -82 | -80 | -77 | -68 | -74 | -77 |
| I | 1723010296.157 | 67.076 | 85.329 | 60.960 | -70 | -79 | -73 | -72 | -75 | -70 | -68 | -74 |
| J | 1723010467.160 | 160.473 | 58.031 | 60.960 | -84 | -71 | -84 | -85 | -88 | -81 | -80 | -77 |
| K | 1723010573.167 | 196.133 | 0.000 | 60.960 | -98 | -98 | -81 | -83 | -85 | -95 | -100 | -82 |
| L | 1723009623.150 | 199.530 | 3.119 | 60.960 | -99 | -90 | -94 | -89 | -92 | -81 | -100 | -91 |
| M | 1723010379.164 | 143.492 | 43.500 | 60.960 | -100 | -82 | -76 | -82 | -84 | -69 | -77 | -67 |
| N | 1723010439.151 | 70.472 | 86.403 | 60.960 | -78 | -69 | -85 | -80 | -78 | -59 | -73 | -100 |
| O | 1723010479.156 | 202.077 | 14.518 | 60.960 | -87 | -73 | -74 | -75 | -80 | -100 | -84 | -64 |
| P | 1723009898.147 | 89.152 | 6.476 | 60.960 | -82 | -78 | -83 | -83 | -79 | -70 | -72 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723009812.173
- **Target RSSI fingerprint:** [-82, -88, -76, -69, -67, -100, -83, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
129.0574566776193,
6.197266578674316,
60.96
] | 16 |
42,007 | **[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 | 1723690234.152 | 85.758 | 34.105 | 42.672 | -76 | -83 | -76 | -84 | -84 | -77 | -72 | -74 |
| B | 1723689849.156 | 163.874 | 105.420 | 42.672 | -100 | -82 | -75 | -85 | -85 | -77 | -85 | -88 |
| C | 1723690141.138 | 140.099 | 45.663 | 42.672 | -100 | -82 | -75 | -74 | -75 | -71 | -80 | -79 |
| D | 1723689599.171 | 101.041 | 38.484 | 42.672 | -82 | -84 | -76 | -80 | -88 | -72 | -75 | -80 |
| E | 1723689606.135 | 134.156 | 23.542 | 42.672 | -88 | -89 | -93 | -82 | -90 | -90 | -76 | -80 |
| F | 1723689825.157 | 137.552 | 37.900 | 42.672 | -80 | -86 | -100 | -83 | -81 | -78 | -71 | -72 |
| G | 1723690030.175 | 123.967 | 58.429 | 42.672 | -87 | -88 | -71 | -82 | -83 | -70 | -70 | -68 |
| H | 1723690224.156 | 134.156 | 12.089 | 42.672 | -77 | -85 | -100 | -84 | -84 | -100 | -72 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723689590.141
- **Target RSSI fingerprint:** [-78, -83, -77, -80, -100, -79, -72, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
58.58692695535656,
57.26168155670166,
42.672000000000004
] | 8 |
38,577 | **[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 | 1724128510.132 | 73.870 | 77.526 | 51.816 | -79 | -78 | -71 | -64 | -69 | -78 | -61 | -65 |
| B | 1724128912.129 | 77.267 | 48.225 | 51.816 | -78 | -81 | -90 | -86 | -84 | -76 | -66 | -73 |
| C | 1724129064.139 | 3.396 | 115.903 | 51.816 | -100 | -96 | -89 | -100 | -93 | -98 | -87 | -96 |
| D | 1724128576.139 | 131.608 | 38.444 | 51.816 | -81 | -80 | -100 | -65 | -100 | -79 | -81 | -71 |
| E | 1724128801.164 | 36.511 | 59.199 | 51.816 | -77 | -80 | -82 | -84 | -80 | -80 | -70 | -76 |
| F | 1724128402.141 | 39.907 | 31.822 | 51.816 | -100 | -76 | -77 | -100 | -74 | -75 | -82 | -63 |
| G | 1724128817.135 | 79.814 | 71.501 | 51.816 | -79 | -76 | -69 | -79 | -66 | -74 | -76 | -65 |
| H | 1724128748.134 | 133.307 | 59.133 | 51.816 | -100 | -100 | -100 | -72 | -100 | -75 | -100 | -64 |
| I | 1724128636.131 | 78.116 | 63.950 | 51.816 | -84 | -76 | -75 | -78 | -73 | -75 | -76 | -63 |
| J | 1724128838.131 | 120.570 | 33.839 | 51.816 | -73 | -100 | -100 | -67 | -100 | -73 | -100 | -71 |
| K | 1724128815.128 | 76.418 | 78.468 | 51.816 | -83 | -77 | -70 | -83 | -68 | -78 | -78 | -65 |
| L | 1724128515.146 | 50.945 | 65.768 | 51.816 | -80 | -83 | -75 | -85 | -73 | -81 | -65 | -78 |
| M | 1724128983.142 | 21.227 | 76.889 | 51.816 | -81 | -84 | -78 | -76 | -78 | -79 | -65 | -82 |
| N | 1724128893.132 | 34.813 | 47.455 | 51.816 | -86 | -76 | -71 | -83 | -70 | -76 | -77 | -69 |
| O | 1724128610.151 | 30.567 | 52.763 | 51.816 | -74 | -77 | -81 | -82 | -81 | -78 | -64 | -81 |
| P | 1724128628.130 | 68.776 | 77.778 | 51.816 | -79 | -78 | -71 | -76 | -69 | -75 | -65 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128621.154
- **Target RSSI fingerprint:** [-79, -77, -76, -89, -74, -78, -67, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
46.699730212040166,
65.72818279266357,
51.816
] | 16 |
33,956 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723691246.150 | 50.945 | 61.442 | 51.816 | -79 | -100 | -79 | -100 | -79 | -83 | -80 | -75 |
| B | 1723691384.139 | 135.005 | 77.048 | 51.816 | -78 | -78 | -86 | -83 | -79 | -71 | -76 | -77 |
| C | 1723691851.164 | 213.970 | 72.961 | 51.816 | -82 | -77 | -86 | -79 | -100 | -82 | -78 | -76 |
| D | 1723691494.145 | 120.570 | 65.025 | 51.816 | -84 | -84 | -76 | -84 | -73 | -76 | -86 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691789.170
- **Target RSSI fingerprint:** [-77, -75, -82, -82, -100, -71, -77, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
122.26837114417269,
66.57748699188232,
51.816
] | 4 |
14,376 | **[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 | 1723007944.159 | 153.680 | 23.993 | 51.816 | -85 | -75 | -70 | -83 | -75 | -78 | -76 | -68 |
| B | 1723008493.167 | 81.510 | 8.573 | 51.816 | -85 | -75 | -79 | -72 | -83 | -86 | -69 | -80 |
| C | 1723008385.151 | 140.944 | 72.669 | 51.816 | -85 | -79 | -71 | -83 | -72 | -82 | -77 | -81 |
| D | 1723008517.152 | 151.982 | 20.702 | 51.816 | -92 | -87 | -89 | -84 | -81 | -88 | -78 | -81 |
| E | 1723008381.137 | 133.303 | 89.641 | 51.816 | -83 | -84 | -84 | -81 | -85 | -81 | -76 | -74 |
| F | 1723008079.186 | 142.642 | 42.930 | 51.816 | -77 | -89 | -84 | -87 | -84 | -81 | -69 | -80 |
| G | 1723008532.139 | 126.510 | 44.137 | 51.816 | -80 | -87 | -91 | -88 | -79 | -79 | -78 | -81 |
| H | 1723008093.152 | 76.416 | 41.165 | 51.816 | -91 | -83 | -100 | -80 | -77 | -76 | -75 | -79 |
| I | 1723008140.146 | 81.510 | 88.235 | 51.816 | -83 | -75 | -70 | -83 | -84 | -84 | -79 | -70 |
| J | 1723007999.133 | 44.151 | 83.073 | 51.816 | -82 | -100 | -88 | -75 | -78 | -78 | -74 | -68 |
| K | 1723008596.155 | 115.472 | 87.930 | 51.816 | -87 | -76 | -70 | -85 | -83 | -89 | -77 | -64 |
| L | 1723008548.146 | 47.547 | 40.023 | 51.816 | -83 | -82 | -100 | -77 | -80 | -75 | -72 | -65 |
| M | 1723008474.147 | 32.264 | 32.765 | 51.816 | -69 | -70 | -74 | -71 | -76 | -65 | -100 | -58 |
| N | 1723008061.209 | 154.529 | 8.294 | 51.816 | -84 | -80 | -78 | -85 | -87 | -86 | -68 | -80 |
| O | 1723008480.151 | 48.397 | 7.644 | 51.816 | -72 | -81 | -82 | -71 | -81 | -69 | -100 | -68 |
| P | 1723008711.154 | 205.473 | 1.964 | 51.816 | -92 | -89 | -85 | -100 | -104 | -99 | -96 | -103 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723007922.162
- **Target RSSI fingerprint:** [-77, -83, -78, -81, -72, -82, -83, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
151.1330734038028,
69.36426639556885,
51.816
] | 16 |
10,491 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723008562.159 | 18.679 | 56.386 | 51.816 | -78 | -88 | -76 | -78 | -78 | -69 | -67 | -77 |
| B | 1723008296.160 | 149.435 | 28.744 | 51.816 | -88 | -80 | -85 | -84 | -70 | -81 | -84 | -85 |
| C | 1723008123.171 | 3.396 | 83.497 | 51.816 | -72 | -80 | -82 | -78 | -79 | -80 | -64 | -78 |
| D | 1723008622.166 | 183.397 | 31.517 | 51.816 | -73 | -78 | -82 | -83 | -100 | -100 | -77 | -80 |
| E | 1723008182.141 | 146.039 | 5.507 | 51.816 | -81 | -73 | -75 | -76 | -69 | -83 | -77 | -70 |
| F | 1723008363.167 | 69.623 | 87.319 | 51.816 | -74 | -89 | -87 | -100 | -100 | -72 | -84 | -86 |
| G | 1723008533.149 | 121.416 | 43.673 | 51.816 | -86 | -80 | -78 | -79 | -75 | -83 | -87 | -78 |
| H | 1723008547.190 | 52.642 | 40.249 | 51.816 | -82 | -88 | -83 | -83 | -76 | -78 | -76 | -76 |
| I | 1723008480.151 | 48.397 | 7.644 | 51.816 | -81 | -76 | -72 | -81 | -100 | -68 | -71 | -69 |
| J | 1723008184.151 | 135.001 | 3.915 | 51.816 | -84 | -83 | -74 | -76 | -76 | -84 | -76 | -71 |
| K | 1723008053.158 | 123.114 | 8.719 | 51.816 | -73 | -80 | -85 | -81 | -71 | -80 | -80 | -79 |
| L | 1723008407.155 | 146.039 | 4.339 | 51.816 | -86 | -74 | -77 | -78 | -67 | -79 | -86 | -71 |
| M | 1723007996.148 | 58.585 | 83.842 | 51.816 | -100 | -84 | -72 | -75 | -100 | -100 | -79 | -73 |
| N | 1723008233.149 | 1.698 | 82.515 | 51.816 | -82 | -84 | -84 | -78 | -76 | -74 | -70 | -81 |
| O | 1723008167.148 | 151.133 | 36.135 | 51.816 | -75 | -74 | -82 | -75 | -71 | -72 | -83 | -79 |
| P | 1723008390.142 | 149.435 | 46.473 | 51.816 | -75 | -74 | -79 | -72 | -73 | -64 | -77 | -83 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008317.155
- **Target RSSI fingerprint:** [-83, -86, -86, -79, -75, -80, -82, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
82.35903438297119,
40.97892761230469,
51.816
] | 16 |
5,413 | **[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 | 1723003115.156 | 4.245 | 85.342 | 51.816 | -87 | -83 | -84 | -91 | -88 | -72 | -88 | -77 |
| B | 1723002850.146 | 86.604 | 8.267 | 51.816 | -79 | -73 | -75 | -75 | -76 | -74 | -84 | -74 |
| C | 1723002885.132 | 45.000 | 89.310 | 51.816 | -79 | -81 | -75 | -67 | -90 | -71 | -86 | -64 |
| D | 1723002969.144 | 104.435 | 49.034 | 51.816 | -79 | -82 | -83 | -82 | -79 | -77 | -85 | -61 |
| E | 1723003280.163 | 129.907 | 9.648 | 51.816 | -85 | -83 | -85 | -86 | -79 | -81 | -84 | -86 |
| F | 1723002853.136 | 78.963 | 7.405 | 51.816 | -80 | -81 | -73 | -71 | -75 | -74 | -84 | -69 |
| G | 1723002978.151 | 60.283 | 45.955 | 51.816 | -71 | -72 | -76 | -71 | -80 | -72 | -81 | -62 |
| H | 1723003582.143 | 71.321 | 2.123 | 51.816 | -103 | -103 | -109 | -98 | -100 | -99 | -89 | -100 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723002809.150
- **Target RSSI fingerprint:** [-85, -82, -83, -82, -67, -93, -71, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
114.62339921648709,
75.84021091461182,
51.816
] | 8 |
9,644 | **[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 | 1722833572.157 | 83.208 | 75.283 | 60.960 | -84 | -84 | -87 | -77 | -84 | -76 | -78 | -75 |
| B | 1722833653.171 | 39.057 | 91.911 | 60.960 | -82 | -75 | -83 | -76 | -80 | -79 | -84 | -84 |
| C | 1722833805.173 | 86.604 | 22.599 | 60.960 | -82 | -100 | -81 | -82 | -75 | -78 | -71 | -79 |
| D | 1722833434.163 | 18.679 | 46.380 | 60.960 | -100 | -86 | -90 | -76 | -82 | -90 | -81 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833766.148
- **Target RSSI fingerprint:** [-89, -88, -89, -78, -83, -76, -78, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
70.47219215567762,
64.75944519042969,
60.96
] | 4 |
29,443 | **[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 | 1723698290.148 | 44.152 | 3.769 | 51.816 | -72 | -73 | -75 | -69 | -100 | -75 | -74 | -69 |
| B | 1723698029.164 | 96.796 | 91.659 | 51.816 | -73 | -75 | -100 | -100 | -73 | -70 | -70 | -72 |
| C | 1723698117.139 | 59.436 | 10.709 | 51.816 | -72 | -73 | -76 | -78 | -73 | -77 | -74 | -70 |
| D | 1723698443.148 | 16.982 | 49.711 | 51.816 | -88 | -80 | -69 | -74 | -77 | -76 | -80 | -66 |
| E | 1723698342.161 | 33.963 | 28.757 | 51.816 | -82 | -77 | -73 | -81 | -75 | -76 | -81 | -65 |
| F | 1723697919.140 | 12.736 | 58.124 | 51.816 | -83 | -79 | -81 | -81 | -74 | -76 | -75 | -80 |
| G | 1723698440.154 | 23.774 | 52.524 | 51.816 | -86 | -80 | -69 | -77 | -76 | -79 | -83 | -66 |
| H | 1723698469.139 | 28.869 | 22.082 | 51.816 | -75 | -81 | -70 | -78 | -80 | -83 | -73 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698329.144
- **Target RSSI fingerprint:** [-80, -77, -100, -82, -73, -73, -83, -63]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
93.39944286829093,
57.195329666137695,
51.816
] | 8 |
13,992 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722833476.146 | 96.793 | 38.245 | 60.960 | -86 | -84 | -83 | -78 | -82 | -84 | -81 | -85 |
| B | 1722833744.154 | 6.793 | 53.825 | 60.960 | -87 | -85 | -81 | -75 | -86 | -77 | -75 | -89 |
| C | 1722833589.150 | 123.114 | 70.001 | 60.960 | -82 | -80 | -80 | -81 | -79 | -86 | -79 | -85 |
| D | 1722833768.163 | 78.963 | 71.302 | 60.960 | -84 | -79 | -87 | -76 | -83 | -76 | -77 | -78 |
| E | 1722833926.184 | 23.774 | 78.627 | 60.960 | -89 | -86 | -84 | -92 | -85 | -80 | -83 | -83 |
| F | 1722833567.154 | 63.680 | 58.469 | 60.960 | -90 | -89 | -92 | -78 | -87 | -77 | -77 | -82 |
| G | 1722833606.150 | 97.642 | 31.716 | 60.960 | -100 | -100 | -81 | -80 | -80 | -82 | -78 | -71 |
| H | 1722833604.184 | 105.284 | 38.564 | 60.960 | -100 | -100 | -80 | -78 | -81 | -81 | -80 | -70 |
| I | 1722833696.155 | 123.114 | 69.656 | 60.960 | -100 | -83 | -81 | -90 | -70 | -82 | -78 | -83 |
| J | 1722833929.160 | 12.736 | 68.608 | 60.960 | -79 | -88 | -86 | -94 | -84 | -78 | -82 | -81 |
| K | 1722833454.166 | 36.510 | 91.592 | 60.960 | -100 | -86 | -83 | -85 | -81 | -78 | -83 | -83 |
| L | 1722833928.171 | 16.132 | 71.939 | 60.960 | -79 | -83 | -84 | -91 | -83 | -77 | -83 | -80 |
| M | 1722833086.142 | 67.925 | 0.000 | 60.960 | -71 | -100 | -85 | -100 | -100 | -87 | -83 | -67 |
| N | 1722834003.162 | 81.510 | 18.764 | 60.960 | -84 | -85 | -82 | -80 | -84 | -82 | -79 | -75 |
| O | 1722833933.191 | 1.698 | 59.159 | 60.960 | -84 | -71 | -85 | -81 | -84 | -80 | -78 | -83 |
| P | 1722833781.159 | 104.435 | 91.274 | 60.960 | -84 | -84 | -87 | -88 | -79 | -90 | -77 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833869.153
- **Target RSSI fingerprint:** [-90, -89, -86, -75, -85, -82, -84, -85]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
94.24594372626767,
41.48320198059082,
60.96
] | 16 |
2,092 | **[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 | 1723004876.155 | 5.943 | 74.434 | 60.960 | -70 | -77 | -79 | -73 | -76 | -78 | -70 | -100 |
| B | 1723005118.152 | 80.661 | 2.933 | 60.960 | -100 | -100 | -93 | -86 | -95 | -100 | -92 | -80 |
| C | 1723004764.128 | 13.585 | 87.558 | 60.960 | -100 | -78 | -81 | -82 | -81 | -74 | -67 | -81 |
| D | 1723005015.149 | 123.114 | 82.621 | 60.960 | -100 | -83 | -84 | -79 | -82 | -83 | -70 | -58 |
| E | 1723004522.132 | 16.981 | 43.951 | 60.960 | -74 | -83 | -71 | -74 | -78 | -88 | -90 | -70 |
| F | 1723004405.148 | 70.472 | 53.772 | 60.960 | -85 | -89 | -85 | -82 | -78 | -76 | -76 | -79 |
| G | 1723004424.144 | 34.812 | 88.115 | 60.960 | -74 | -84 | -79 | -79 | -82 | -86 | -86 | -75 |
| H | 1723004698.147 | 123.963 | 14.226 | 60.960 | -85 | -85 | -68 | -79 | -69 | -76 | -75 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004985.137
- **Target RSSI fingerprint:** [-86, -80, -87, -83, -89, -77, -69, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
22.924679809132453,
88.92480373382568,
60.96
] | 8 |
14,825 | **[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 | 1722839275.161 | 31.415 | 106.243 | 51.816 | -85 | -81 | -75 | -71 | -71 | -69 | -76 | -85 |
| B | 1722838745.183 | 24.623 | 112.108 | 51.816 | -76 | -85 | -84 | -80 | -77 | -77 | -80 | -86 |
| C | 1722839246.177 | 79.812 | 182.401 | 51.816 | -71 | -67 | -77 | -83 | -86 | -74 | -72 | -74 |
| D | 1722838850.166 | 28.868 | 138.583 | 51.816 | -85 | -79 | -81 | -74 | -71 | -72 | -74 | -84 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722838920.186
- **Target RSSI fingerprint:** [-83, -80, -73, -84, -92, -85, -85, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
118.01969522655263,
101.65109634399414,
51.816
] | 4 |
44,673 | **[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 | 1724128599.151 | 52.643 | 4.618 | 51.816 | -76 | -66 | -100 | -71 | -75 | -76 | -66 | -65 |
| B | 1724128811.139 | 74.720 | 79.158 | 51.816 | -80 | -81 | -78 | -77 | -78 | -78 | -66 | -67 |
| C | 1724128836.144 | 111.230 | 29.301 | 51.816 | -80 | -80 | -76 | -82 | -77 | -80 | -100 | -75 |
| D | 1724128727.161 | 68.776 | 41.762 | 51.816 | -75 | -100 | -100 | -79 | -72 | -68 | -64 | -62 |
| E | 1724128403.131 | 41.605 | 27.138 | 51.816 | -77 | -85 | -79 | -100 | -100 | -77 | -83 | -65 |
| F | 1724128547.134 | 89.154 | 51.370 | 51.816 | -100 | -82 | -73 | -85 | -79 | -82 | -67 | -76 |
| G | 1724128952.130 | 88.305 | 17.756 | 51.816 | -80 | -82 | -82 | -82 | -85 | -81 | -69 | -77 |
| H | 1724128810.133 | 74.720 | 78.800 | 51.816 | -100 | -100 | -70 | -77 | -80 | -100 | -65 | -100 |
| I | 1724128428.120 | 27.171 | 52.192 | 51.816 | -79 | -71 | -100 | -81 | -74 | -79 | -65 | -80 |
| J | 1724128526.140 | 35.662 | 51.184 | 51.816 | -100 | -80 | -82 | -84 | -85 | -78 | -77 | -72 |
| K | 1724128975.126 | 37.360 | 40.594 | 51.816 | -78 | -79 | -100 | -76 | -83 | -83 | -64 | -82 |
| L | 1724128856.135 | 128.212 | 73.969 | 51.816 | -100 | -67 | -83 | -81 | -70 | -77 | -78 | -68 |
| M | 1724128408.145 | 51.794 | 4.538 | 51.816 | -79 | -100 | -86 | -100 | -100 | -78 | -80 | -67 |
| N | 1724128750.133 | 138.401 | 50.388 | 51.816 | -76 | -83 | -64 | -75 | -84 | -78 | -100 | -70 |
| O | 1724129071.152 | 0.849 | 121.504 | 51.816 | -100 | -98 | -100 | -100 | -100 | -99 | -84 | -100 |
| P | 1724128735.127 | 106.985 | 60.659 | 51.816 | -81 | -85 | -79 | -79 | -77 | -80 | -82 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128816.130
- **Target RSSI fingerprint:** [-77, -83, -66, -84, -84, -79, -79, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
78.11591235468538,
75.21650314331055,
51.816
] | 16 |
3,872 | **[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 | 1723005023.147 | 102.737 | 46.513 | 60.960 | -76 | -83 | -82 | -81 | -72 | -83 | -71 | -65 |
| B | 1723004984.136 | 17.830 | 88.434 | 60.960 | -89 | -89 | -78 | -84 | -83 | -86 | -70 | -81 |
| C | 1723004418.139 | 65.378 | 90.584 | 60.960 | -76 | -73 | -74 | -76 | -71 | -73 | -75 | -68 |
| D | 1723004957.143 | 29.717 | 44.151 | 60.960 | -86 | -81 | -87 | -74 | -81 | -71 | -89 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004559.156
- **Target RSSI fingerprint:** [-77, -80, -73, -83, -100, -78, -68, -100]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
83.20809708499927,
93.72868061065674,
60.96
] | 4 |
12,925 | **[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 | 1723000054.144 | 86.604 | 15.035 | 42.672 | -85 | -76 | -79 | -82 | -81 | -84 | -71 | -70 |
| B | 1722999729.162 | 140.095 | 16.057 | 42.672 | -76 | -83 | -81 | -73 | -75 | -72 | -74 | -74 |
| C | 1722999572.138 | 5.094 | 70.784 | 42.672 | -85 | -85 | -86 | -86 | -87 | -88 | -75 | -100 |
| D | 1722999715.145 | 138.397 | 86.138 | 42.672 | -77 | -90 | -88 | -88 | -81 | -87 | -75 | -62 |
| E | 1723000014.144 | 0.849 | 86.178 | 42.672 | -79 | -90 | -87 | -80 | -88 | -80 | -88 | -76 |
| F | 1722999627.149 | 137.548 | 47.163 | 42.672 | -74 | -78 | -75 | -75 | -74 | -71 | -69 | -100 |
| G | 1722999840.162 | 139.246 | 16.004 | 42.672 | -82 | -79 | -74 | -66 | -75 | -66 | -72 | -78 |
| H | 1722999490.151 | 138.397 | 79.383 | 42.672 | -79 | -89 | -78 | -88 | -77 | -83 | -73 | -61 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999823.157
- **Target RSSI fingerprint:** [-79, -71, -82, -80, -74, -77, -67, -100]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
57.736231490848546,
13.376541137695312,
42.672000000000004
] | 8 |
38,182 | **[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 | 1724130059.142 | 120.570 | 30.270 | 60.960 | -85 | -78 | -71 | -80 | -71 | -68 | -67 | -72 |
| B | 1724130139.127 | 109.532 | 56.107 | 60.960 | -82 | -80 | -82 | -82 | -72 | -74 | -72 | -75 |
| C | 1724130509.133 | 1.698 | 120.853 | 60.960 | -99 | -100 | -97 | -91 | -90 | -100 | -97 | -87 |
| D | 1724130186.116 | 55.191 | 0.770 | 60.960 | -84 | -78 | -84 | -84 | -87 | -77 | -73 | -79 |
| E | 1724130321.119 | 101.890 | 55.563 | 60.960 | -84 | -81 | -81 | -82 | -74 | -73 | -73 | -70 |
| F | 1724129981.123 | 131.608 | 35.989 | 60.960 | -78 | -73 | -77 | -71 | -74 | -67 | -76 | -68 |
| G | 1724129894.166 | 128.212 | 75.349 | 60.960 | -80 | -80 | -79 | -81 | -70 | -81 | -69 | -63 |
| H | 1724130297.135 | 28.869 | 51.954 | 60.960 | -73 | -72 | -74 | -77 | -100 | -71 | -73 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724129922.126
- **Target RSSI fingerprint:** [-78, -78, -81, -81, -75, -74, -76, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
39.90704173128398,
55.496721267700195,
60.96
] | 8 |
14,790 | **[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 | 1723009896.152 | 79.812 | 6.834 | 60.960 | -83 | -75 | -79 | -80 | -79 | -74 | -79 | -65 |
| B | 1723010012.149 | 134.152 | 77.048 | 60.960 | -73 | -79 | -100 | -74 | -73 | -74 | -70 | -100 |
| C | 1723009988.154 | 55.189 | 85.886 | 60.960 | -86 | -74 | -69 | -83 | -68 | -74 | -83 | -100 |
| D | 1723010283.147 | 83.208 | 46.340 | 60.960 | -83 | -84 | -76 | -87 | -91 | -70 | -80 | -81 |
| E | 1723009918.152 | 151.982 | 10.776 | 60.960 | -87 | -86 | -100 | -88 | -86 | -85 | -88 | -68 |
| F | 1723010056.153 | 84.057 | 42.558 | 60.960 | -77 | -77 | -68 | -78 | -80 | -68 | -74 | -78 |
| G | 1723010410.160 | 23.774 | 47.070 | 60.960 | -86 | -81 | -80 | -75 | -85 | -80 | -71 | -75 |
| H | 1723010010.156 | 132.454 | 86.324 | 60.960 | -83 | -81 | -67 | -83 | -73 | -80 | -74 | -77 |
| I | 1723010354.149 | 118.869 | 9.926 | 60.960 | -87 | -73 | -81 | -83 | -72 | -77 | -78 | -66 |
| J | 1723009596.124 | 197.831 | 2.880 | 60.960 | -80 | -78 | -100 | -84 | -73 | -100 | -87 | -67 |
| K | 1723010102.153 | 28.019 | 38.205 | 60.960 | -77 | -73 | -64 | -66 | -73 | -72 | -63 | -71 |
| L | 1723009935.144 | 126.510 | 46.513 | 60.960 | -72 | -85 | -76 | -74 | -90 | -83 | -70 | -63 |
| M | 1723009800.140 | 155.378 | 11.001 | 60.960 | -81 | -76 | -77 | -76 | -74 | -82 | -79 | -64 |
| N | 1723009828.155 | 90.001 | 25.851 | 60.960 | -84 | -82 | -77 | -81 | -90 | -69 | -78 | -74 |
| O | 1723010062.147 | 73.019 | 69.869 | 60.960 | -84 | -83 | -76 | -81 | -82 | -70 | -81 | -76 |
| P | 1723010571.142 | 196.133 | 1.048 | 60.960 | -96 | -92 | -102 | -96 | -91 | -100 | -102 | -94 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010070.173
- **Target RSSI fingerprint:** [-75, -100, -76, -71, -78, -80, -75, -82]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
66.22685276877834,
86.92097663879395,
60.96
] | 16 |
36,841 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723696780.150 | 40.756 | 28.677 | 42.672 | -77 | -81 | -81 | -78 | -76 | -81 | -80 | -63 |
| B | 1723696462.164 | 75.569 | 77.579 | 42.672 | -78 | -87 | -77 | -100 | -77 | -74 | -69 | -70 |
| C | 1723696907.139 | 35.662 | 14.279 | 42.672 | -100 | -70 | -100 | -68 | -100 | -77 | -78 | -73 |
| D | 1723696547.155 | 42.454 | 1.765 | 42.672 | -100 | -76 | -100 | -73 | -100 | -71 | -74 | -71 |
| E | 1723696433.135 | 29.718 | 23.396 | 42.672 | -75 | -81 | -79 | -74 | -75 | -77 | -75 | -61 |
| F | 1723696824.157 | 99.343 | 87.160 | 42.672 | -85 | -77 | -81 | -100 | -75 | -72 | -69 | -83 |
| G | 1723696655.154 | 122.268 | 57.275 | 42.672 | -78 | -75 | -77 | -78 | -85 | -78 | -74 | -100 |
| H | 1723696767.157 | 99.343 | 55.669 | 42.672 | -79 | -81 | -78 | -79 | -76 | -81 | -81 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696782.149
- **Target RSSI fingerprint:** [-77, -86, -80, -77, -73, -74, -71, -62]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
32.26526194778836,
25.17390727996826,
42.672000000000004
] | 8 |
28,088 | **[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 | 1725939376.177 | 102.737 | 45.836 | 42.672 | -76 | -81 | -75 | -77 | -74 | -73 | -77 | -64 |
| B | 1725939400.153 | 46.699 | 50.985 | 42.672 | -76 | -73 | -74 | -73 | -77 | -78 | -77 | -65 |
| C | 1725939671.151 | 106.134 | 41.868 | 42.672 | -75 | -100 | -67 | -67 | -73 | -76 | -78 | -62 |
| D | 1725939364.147 | 77.265 | 71.872 | 42.672 | -76 | -78 | -100 | -74 | -100 | -100 | -100 | -64 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939755.138
- **Target RSSI fingerprint:** [-80, -81, -76, -71, -78, -76, -79, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
21.22670052052517,
125.53777694702148,
42.672000000000004
] | 4 |
35,924 | **[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 | 1724126992.142 | 59.436 | 3.172 | 42.672 | -80 | -100 | -86 | -88 | -100 | -75 | -82 | -63 |
| B | 1724127190.133 | 42.454 | 28.691 | 42.672 | -76 | -100 | -83 | -77 | -100 | -70 | -62 | -63 |
| C | 1724127130.142 | 80.663 | 47.389 | 42.672 | -91 | -87 | -85 | -84 | -80 | -83 | -85 | -63 |
| D | 1724127154.176 | 141.797 | 42.969 | 42.672 | -85 | -92 | -75 | -100 | -73 | -100 | -81 | -100 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724127204.147
- **Target RSSI fingerprint:** [-88, -75, -83, -82, -81, -70, -78, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
14.434462129543208,
93.70213985443115,
42.672000000000004
] | 4 |
26,386 | **[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 | 1725940810.162 | 64.529 | 80.538 | 51.816 | -75 | -73 | -69 | -71 | -82 | -80 | -72 | -62 |
| B | 1725941283.139 | 55.189 | 100.165 | 51.816 | -80 | -74 | -68 | -77 | -81 | -76 | -80 | -68 |
| C | 1725941489.153 | 29.717 | 19.879 | 51.816 | -100 | -100 | -81 | -100 | -83 | -79 | -67 | -100 |
| D | 1725940969.158 | 81.511 | 17.464 | 51.816 | -81 | -76 | -76 | -77 | -84 | -74 | -71 | -73 |
| E | 1725941441.149 | 41.604 | 29.606 | 51.816 | -100 | -100 | -76 | -100 | -64 | -72 | -78 | -100 |
| F | 1725941240.162 | 6.793 | 30.893 | 51.816 | -79 | -76 | -76 | -66 | -80 | -68 | -73 | -71 |
| G | 1725940888.164 | 86.605 | 70.943 | 51.816 | -78 | -75 | -77 | -77 | -81 | -78 | -78 | -63 |
| H | 1725941383.153 | 84.058 | 18.074 | 51.816 | -80 | -78 | -100 | -72 | -82 | -68 | -68 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725941022.146
- **Target RSSI fingerprint:** [-72, -77, -78, -74, -81, -78, -75, -58]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
54.34035470862476,
29.287724494934082,
51.816
] | 8 |
15,525 | **[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 | 1731994794.245 | 59.434 | 63.618 | 51.816 | -90 | -83 | -85 | -90 | -85 | -88 | -75 | -77 |
| B | 1731994160.223 | 69.623 | 5.122 | 51.816 | -88 | -80 | -86 | -99 | -94 | -93 | -98 | -85 |
| C | 1731994322.218 | 106.982 | 57.952 | 51.816 | -83 | -83 | -84 | -77 | -82 | -82 | -81 | -72 |
| D | 1731994482.218 | 1.698 | 74.832 | 51.816 | -89 | -93 | -94 | -82 | -76 | -86 | -73 | -76 |
| E | 1731994451.223 | 65.378 | 15.739 | 51.816 | -78 | -85 | -78 | -73 | -80 | -77 | -75 | -76 |
| F | 1731994546.216 | 71.321 | 117.761 | 51.816 | -81 | -89 | -83 | -82 | -73 | -80 | -73 | -78 |
| G | 1731994268.239 | 28.868 | 37.622 | 51.816 | -76 | -82 | -78 | -89 | -88 | -82 | -83 | -79 |
| H | 1731994836.233 | 91.699 | 35.419 | 51.816 | -91 | -84 | -90 | -79 | -78 | -69 | -72 | -79 |
| I | 1731994424.221 | 112.925 | 81.692 | 51.816 | -75 | -84 | -81 | -88 | -79 | -81 | -79 | -68 |
| J | 1731994793.224 | 56.038 | 60.141 | 51.816 | -90 | -83 | -87 | -92 | -87 | -87 | -75 | -76 |
| K | 1731994363.229 | 52.642 | 98.161 | 51.816 | -94 | -82 | -81 | -80 | -91 | -79 | -83 | -72 |
| L | 1731994563.209 | 33.113 | 87.080 | 51.816 | -100 | -92 | -83 | -73 | -81 | -83 | -77 | -73 |
| M | 1731994525.219 | 95.944 | 59.013 | 51.816 | -90 | -90 | -86 | -78 | -88 | -86 | -85 | -76 |
| N | 1731994820.237 | 119.718 | 76.172 | 51.816 | -82 | -83 | -81 | -87 | -79 | -80 | -78 | -67 |
| O | 1731994492.218 | 13.585 | 90.424 | 51.816 | -92 | -92 | -92 | -78 | -73 | -78 | -70 | -65 |
| P | 1731994663.233 | 15.283 | 47.906 | 51.816 | -82 | -81 | -77 | -90 | -91 | -89 | -79 | -82 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994404.208
- **Target RSSI fingerprint:** [-83, -75, -84, -79, -85, -83, -73, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
61.132506669688944,
74.52644348144531,
51.816
] | 16 |
22,609 | **[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 | 1725941195.144 | 107.832 | 54.926 | 51.816 | -69 | -73 | -65 | -71 | -100 | -100 | -100 | -58 |
| B | 1725940900.144 | 106.983 | 51.542 | 51.816 | -74 | -82 | -66 | -75 | -67 | -78 | -71 | -60 |
| C | 1725941156.154 | 8.491 | 26.634 | 51.816 | -78 | -76 | -82 | -76 | -73 | -74 | -70 | -71 |
| D | 1725941088.174 | 79.812 | 77.340 | 51.816 | -78 | -82 | -69 | -76 | -78 | -78 | -80 | -64 |
| E | 1725941447.146 | 34.812 | 28.160 | 51.816 | -100 | -67 | -100 | -100 | -100 | -69 | -70 | -100 |
| F | 1725941200.156 | 87.454 | 69.789 | 51.816 | -79 | -76 | -74 | -79 | -75 | -79 | -76 | -71 |
| G | 1725941304.152 | 110.379 | 52.232 | 51.816 | -76 | -80 | -67 | -77 | -80 | -74 | -79 | -62 |
| H | 1725940785.170 | 106.983 | 28.571 | 51.816 | -77 | -85 | -73 | -73 | -76 | -77 | -76 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725941275.158
- **Target RSSI fingerprint:** [-77, -59, -69, -75, -78, -77, -78, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
26.321109311990117,
124.42306518554688,
51.816
] | 8 |
32,532 | **[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 | 1724126884.140 | 135.005 | 53.546 | 42.672 | -72 | -88 | -67 | -83 | -85 | -100 | -85 | -78 |
| B | 1724127113.133 | 39.907 | 37.157 | 42.672 | -100 | -64 | -100 | -100 | -77 | -77 | -72 | -59 |
| C | 1724127115.166 | 43.303 | 30.734 | 42.672 | -100 | -69 | -100 | -100 | -79 | -79 | -69 | -55 |
| D | 1724126910.133 | 68.776 | 72.815 | 42.672 | -78 | -100 | -78 | -84 | -87 | -63 | -81 | -81 |
| E | 1724126699.134 | 138.401 | 47.189 | 42.672 | -70 | -89 | -66 | -78 | -82 | -89 | -80 | -77 |
| F | 1724126674.127 | 92.550 | 34.423 | 42.672 | -85 | -74 | -100 | -83 | -74 | -83 | -74 | -77 |
| G | 1724127205.135 | 12.736 | 98.267 | 42.672 | -100 | -100 | -82 | -83 | -83 | -65 | -81 | -83 |
| H | 1724126967.135 | 140.948 | 47.309 | 42.672 | -83 | -75 | -84 | -83 | -76 | -100 | -79 | -82 |
| I | 1724127001.174 | 49.247 | 12.673 | 42.672 | -87 | -100 | -75 | -74 | -100 | -67 | -100 | -60 |
| J | 1724126666.136 | 74.720 | 71.912 | 42.672 | -78 | -69 | -80 | -84 | -76 | -79 | -76 | -79 |
| K | 1724127127.134 | 66.229 | 40.753 | 42.672 | -100 | -100 | -100 | -84 | -88 | -64 | -78 | -82 |
| L | 1724127147.145 | 129.910 | 66.564 | 42.672 | -86 | -86 | -83 | -83 | -84 | -88 | -84 | -81 |
| M | 1724126702.136 | 131.608 | 60.951 | 42.672 | -73 | -89 | -67 | -83 | -85 | -87 | -78 | -82 |
| N | 1724127041.129 | 90.852 | 34.543 | 42.672 | -83 | -76 | -100 | -84 | -73 | -77 | -76 | -80 |
| O | 1724126710.136 | 113.778 | 94.631 | 42.672 | -68 | -100 | -71 | -82 | -82 | -82 | -76 | -85 |
| P | 1724126848.158 | 73.021 | 75.973 | 42.672 | -85 | -100 | -81 | -81 | -83 | -75 | -79 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724126619.153
- **Target RSSI fingerprint:** [-100, -63, -100, -72, -76, -74, -70, -57]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
43.303386388629626,
35.32574653625488,
42.672000000000004
] | 16 |
28,273 | **[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 | 1725940810.162 | 64.529 | 80.538 | 51.816 | -71 | -82 | -66 | -73 | -75 | -80 | -72 | -62 |
| B | 1725940875.150 | 38.208 | 115.505 | 51.816 | -78 | -68 | -68 | -72 | -77 | -77 | -77 | -68 |
| C | 1725941052.144 | 6.793 | 63.140 | 51.816 | -70 | -74 | -87 | -71 | -77 | -75 | -79 | -73 |
| D | 1725941001.149 | 78.963 | 76.066 | 51.816 | -77 | -76 | -74 | -79 | -81 | -75 | -75 | -69 |
| E | 1725941074.141 | 28.868 | 124.423 | 51.816 | -100 | -59 | -69 | -74 | -77 | -74 | -81 | -68 |
| F | 1725940640.160 | 44.152 | 19.003 | 51.816 | -100 | -96 | -96 | -100 | -100 | -85 | -88 | -100 |
| G | 1725940820.154 | 55.189 | 32.021 | 51.816 | -77 | -82 | -81 | -76 | -74 | -76 | -79 | -60 |
| H | 1725941225.156 | 51.793 | 23.409 | 51.816 | -71 | -77 | -79 | -75 | -74 | -72 | -70 | -61 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725940634.157
- **Target RSSI fingerprint:** [-100, -90, -89, -100, -100, -88, -84, -100]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
35.660857777535,
18.127336502075195,
51.816
] | 8 |
43,735 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723696597.133 | 67.927 | 41.948 | 42.672 | -77 | -79 | -84 | -79 | -78 | -88 | -62 | -81 |
| B | 1723696387.162 | 83.210 | 20.463 | 42.672 | -100 | -80 | -77 | -73 | -73 | -68 | -68 | -71 |
| C | 1723696834.151 | 125.665 | 46.685 | 42.672 | -74 | -74 | -79 | -77 | -80 | -68 | -85 | -71 |
| D | 1723696918.164 | 14.434 | 61.415 | 42.672 | -83 | -72 | -74 | -100 | -76 | -79 | -78 | -73 |
| E | 1723696357.134 | 12.736 | 55.736 | 42.672 | -80 | -100 | -80 | -80 | -77 | -85 | -80 | -84 |
| F | 1723696474.151 | 100.192 | 85.647 | 42.672 | -86 | -85 | -85 | -84 | -85 | -75 | -100 | -71 |
| G | 1723696575.152 | 123.117 | 44.350 | 42.672 | -80 | -78 | -88 | -79 | -79 | -82 | -84 | -86 |
| H | 1723696654.159 | 119.721 | 61.840 | 42.672 | -78 | -78 | -74 | -77 | -79 | -81 | -100 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696634.144
- **Target RSSI fingerprint:** [-76, -100, -83, -73, -72, -76, -72, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
67.07778141777054,
72.86764621734619,
42.672000000000004
] | 8 |
35,251 | **[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 | 1724128923.123 | 123.967 | 72.045 | 51.816 | -71 | -87 | -78 | -75 | -100 | -78 | -80 | -68 |
| B | 1724128828.143 | 97.645 | 24.497 | 51.816 | -61 | -81 | -100 | -78 | -81 | -76 | -77 | -67 |
| C | 1724128808.160 | 68.776 | 76.013 | 51.816 | -78 | -100 | -83 | -80 | -82 | -81 | -67 | -71 |
| D | 1724128639.147 | 84.909 | 47.933 | 51.816 | -63 | -82 | -100 | -87 | -79 | -79 | -77 | -67 |
| E | 1724128698.191 | 51.794 | 67.414 | 51.816 | -100 | -83 | -80 | -76 | -77 | -78 | -65 | -70 |
| F | 1724128801.164 | 36.511 | 59.199 | 51.816 | -81 | -87 | -80 | -77 | -84 | -80 | -70 | -76 |
| G | 1724128690.137 | 87.456 | 85.275 | 51.816 | -100 | -83 | -82 | -80 | -66 | -81 | -63 | -70 |
| H | 1724128529.127 | 41.605 | 37.821 | 51.816 | -79 | -81 | -79 | -85 | -84 | -75 | -82 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128935.125
- **Target RSSI fingerprint:** [-64, -81, -80, -87, -76, -79, -100, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
141.79736264383106,
46.817893981933594,
51.816
] | 8 |
16,890 | **[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 | 1731994538.218 | 86.604 | 95.878 | 51.816 | -93 | -88 | -75 | -85 | -87 | -75 | -70 | -82 |
| B | 1731994439.246 | 100.189 | 45.770 | 51.816 | -88 | -78 | -77 | -84 | -82 | -68 | -71 | -74 |
| C | 1731994712.224 | 95.095 | 43.301 | 51.816 | -93 | -93 | -88 | -85 | -90 | -80 | -82 | -78 |
| D | 1731994521.240 | 89.152 | 53.201 | 51.816 | -91 | -90 | -82 | -85 | -89 | -81 | -81 | -76 |
| E | 1731994784.228 | 34.812 | 47.349 | 51.816 | -83 | -86 | -86 | -85 | -75 | -67 | -76 | -70 |
| F | 1731994158.219 | 69.623 | 2.933 | 51.816 | -86 | -102 | -101 | -95 | -91 | -97 | -96 | -89 |
| G | 1731994276.232 | 5.943 | 53.108 | 51.816 | -100 | -87 | -85 | -80 | -85 | -85 | -80 | -80 |
| H | 1731994586.236 | 24.623 | 47.866 | 51.816 | -84 | -89 | -85 | -84 | -74 | -68 | -79 | -70 |
| I | 1731994895.215 | 60.283 | 4.804 | 51.816 | -84 | -82 | -77 | -89 | -81 | -92 | -75 | -79 |
| J | 1731994646.208 | 62.831 | 14.863 | 51.816 | -82 | -82 | -80 | -74 | -81 | -74 | -73 | -77 |
| K | 1731994650.214 | 60.283 | 15.553 | 51.816 | -82 | -83 | -86 | -80 | -85 | -82 | -81 | -85 |
| L | 1731994524.233 | 95.095 | 58.828 | 51.816 | -88 | -91 | -88 | -87 | -89 | -76 | -81 | -77 |
| M | 1731994183.224 | 63.680 | 7.949 | 51.816 | -100 | -98 | -93 | -95 | -86 | -97 | -92 | -83 |
| N | 1731994390.225 | 22.076 | 49.472 | 51.816 | -86 | -87 | -86 | -83 | -74 | -66 | -76 | -71 |
| O | 1731994663.233 | 15.283 | 47.906 | 51.816 | -81 | -86 | -91 | -89 | -86 | -90 | -79 | -82 |
| P | 1731994843.222 | 72.170 | 16.986 | 51.816 | -80 | -81 | -78 | -72 | -80 | -74 | -73 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994639.222
- **Target RSSI fingerprint:** [-87, -80, -77, -73, -84, -75, -72, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
83.20813407818773,
31.702933311462402,
51.816
] | 16 |
17,010 | **[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 | 1731999599.224 | 45.849 | 133.991 | 42.672 | -83 | -89 | -81 | -88 | -80 | -73 | -80 | -73 |
| B | 1731999633.224 | 97.642 | 110.728 | 42.672 | -80 | -80 | -70 | -82 | -75 | -74 | -86 | -73 |
| C | 1732000102.215 | 54.340 | 102.832 | 42.672 | -83 | -93 | -88 | -85 | -82 | -86 | -84 | -76 |
| D | 1731999954.230 | 97.642 | 83.298 | 42.672 | -78 | -82 | -82 | -67 | -100 | -78 | -69 | -75 |
| E | 1731999835.233 | 140.944 | 123.136 | 42.672 | -90 | -84 | -87 | -87 | -86 | -90 | -84 | -90 |
| F | 1731999848.238 | 113.774 | 176.854 | 42.672 | -86 | -87 | -87 | -90 | -83 | -76 | -88 | -78 |
| G | 1732000182.215 | 42.453 | 35.684 | 42.672 | -82 | -83 | -77 | -74 | -92 | -80 | -82 | -73 |
| H | 1732000124.203 | 116.322 | 153.843 | 42.672 | -85 | -88 | -93 | -91 | -80 | -87 | -85 | -83 |
| I | 1732000059.230 | 102.737 | 197.835 | 42.672 | -100 | -88 | -88 | -91 | -67 | -86 | -74 | -83 |
| J | 1731999700.223 | 51.793 | 103.456 | 42.672 | -85 | -84 | -88 | -85 | -78 | -82 | -83 | -78 |
| K | 1732000135.235 | 134.152 | 145.895 | 42.672 | -100 | -78 | -100 | -90 | -86 | -91 | -72 | -84 |
| L | 1731999913.233 | 95.944 | 137.534 | 42.672 | -80 | -84 | -87 | -81 | -79 | -82 | -77 | -79 |
| M | 1731999543.216 | 47.548 | 56.757 | 42.672 | -88 | -100 | -82 | -90 | -80 | -80 | -85 | -82 |
| N | 1731999826.228 | 123.963 | 108.923 | 42.672 | -83 | -80 | -85 | -86 | -79 | -83 | -83 | -81 |
| O | 1731999921.238 | 123.963 | 161.580 | 42.672 | -100 | -82 | -86 | -78 | -100 | -80 | -100 | -79 |
| P | 1731999764.216 | 67.076 | 83.285 | 42.672 | -83 | -100 | -82 | -86 | -83 | -86 | -73 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731999593.211
- **Target RSSI fingerprint:** [-76, -80, -81, -87, -79, -80, -78, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
27.170002782233887,
150.2206802368164,
42.672000000000004
] | 16 |
44,165 | **[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 | 1724126702.136 | 131.608 | 60.951 | 42.672 | -90 | -100 | -78 | -89 | -85 | -83 | -87 | -82 |
| B | 1724126855.137 | 87.456 | 44.628 | 42.672 | -100 | -83 | -78 | -74 | -72 | -82 | -76 | -80 |
| C | 1724126793.161 | 132.457 | 38.033 | 42.672 | -100 | -100 | -82 | -85 | -89 | -100 | -100 | -83 |
| D | 1724126990.133 | 67.927 | 6.768 | 42.672 | -74 | -75 | -100 | -100 | -85 | -83 | -63 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724127071.148
- **Target RSSI fingerprint:** [-91, -100, -81, -87, -83, -78, -86, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
128.2119871506485,
68.07703971862793,
42.672000000000004
] | 4 |
20,173 | **[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 | 1722833670.170 | 87.453 | 48.530 | 60.960 | -79 | -80 | -72 | -78 | -85 | -79 | -78 | -83 |
| B | 1722833648.157 | 26.321 | 80.312 | 60.960 | -85 | -84 | -80 | -88 | -100 | -85 | -78 | -87 |
| C | 1722833930.155 | 8.491 | 65.317 | 60.960 | -84 | -82 | -92 | -86 | -81 | -82 | -79 | -86 |
| D | 1722833734.150 | 7.642 | 64.786 | 60.960 | -83 | -77 | -85 | -83 | -80 | -82 | -77 | -70 |
| E | 1722833487.140 | 118.020 | 53.878 | 60.960 | -89 | -74 | -81 | -75 | -75 | -75 | -78 | -61 |
| F | 1722833423.152 | 61.982 | 13.801 | 60.960 | -88 | -100 | -88 | -78 | -84 | -80 | -80 | -86 |
| G | 1722833884.153 | 127.359 | 61.296 | 60.960 | -77 | -81 | -84 | -74 | -81 | -78 | -84 | -72 |
| H | 1722833932.155 | 2.547 | 60.194 | 60.960 | -86 | -73 | -80 | -100 | -76 | -78 | -77 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833528.155
- **Target RSSI fingerprint:** [-91, -85, -82, -84, -77, -83, -78, -87]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
40.75500269244007,
93.6225175857544,
60.96
] | 8 |
34,267 | **[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 | 1723691602.155 | 139.250 | 40.926 | 51.816 | -100 | -74 | -79 | -100 | -100 | -79 | -75 | -79 |
| B | 1723691452.141 | 211.422 | 67.135 | 51.816 | -86 | -80 | -84 | -74 | -100 | -77 | -77 | -74 |
| C | 1723691312.154 | 164.723 | 100.258 | 51.816 | -80 | -77 | -70 | -79 | -81 | -86 | -73 | -77 |
| D | 1723691289.148 | 119.721 | 66.830 | 51.816 | -82 | -77 | -83 | -100 | -74 | -68 | -79 | -67 |
| E | 1723691574.162 | 176.610 | 112.825 | 51.816 | -87 | -100 | -86 | -77 | -79 | -82 | -77 | -78 |
| F | 1723691666.137 | 160.477 | 10.391 | 51.816 | -83 | -84 | -82 | -80 | -100 | -79 | -74 | -76 |
| G | 1723691315.149 | 172.364 | 88.261 | 51.816 | -100 | -78 | -74 | -79 | -79 | -81 | -76 | -100 |
| H | 1723691445.146 | 234.348 | 93.503 | 51.816 | -86 | -81 | -85 | -81 | -100 | -73 | -86 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691103.139
- **Target RSSI fingerprint:** [-92, -100, -95, -100, -75, -100, -99, -87]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
7.641773196510793,
76.18524074554443,
51.816
] | 8 |
24,290 | **[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 | 1725943356.160 | 73.869 | 65.410 | 60.960 | -86 | -76 | -78 | -69 | -84 | -77 | -77 | -82 |
| B | 1725943151.199 | 87.454 | 53.307 | 60.960 | -83 | -100 | -78 | -69 | -81 | -78 | -77 | -80 |
| C | 1725943276.142 | 47.548 | 41.377 | 60.960 | -75 | -76 | -72 | -74 | -74 | -69 | -76 | -71 |
| D | 1725943013.176 | 13.585 | 92.216 | 60.960 | -80 | -75 | -72 | -78 | -74 | -77 | -76 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943216.150
- **Target RSSI fingerprint:** [-83, -76, -73, -79, -75, -78, -80, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
16.132291851663524,
103.4293270111084,
60.96
] | 4 |
30,511 | **[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 | 1724130043.129 | 90.003 | 48.079 | 60.960 | -81 | -78 | -78 | -79 | -84 | -70 | -77 | -69 |
| B | 1724129994.123 | 70.474 | 6.808 | 60.960 | -76 | -75 | -79 | -77 | -76 | -71 | -70 | -64 |
| C | 1724130187.128 | 55.191 | 1.407 | 60.960 | -79 | -81 | -83 | -80 | -84 | -79 | -79 | -75 |
| D | 1724130212.134 | 67.927 | 72.841 | 60.960 | -80 | -73 | -81 | -78 | -72 | -74 | -74 | -69 |
| E | 1724130477.132 | 1.698 | 119.699 | 60.960 | -100 | -86 | -90 | -100 | -100 | -100 | -93 | -84 |
| F | 1724130099.132 | 69.625 | 73.252 | 60.960 | -79 | -84 | -78 | -78 | -79 | -69 | -78 | -63 |
| G | 1724130188.136 | 54.342 | 3.716 | 60.960 | -83 | -79 | -83 | -82 | -77 | -80 | -69 | -66 |
| H | 1724129913.123 | 82.361 | 76.928 | 60.960 | -81 | -83 | -83 | -81 | -77 | -70 | -74 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724130165.133
- **Target RSSI fingerprint:** [-73, -100, -82, -79, -82, -71, -76, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
134.15558709665677,
37.91347026824951,
60.96
] | 8 |
41,195 | **[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 | 1723698479.159 | 11.038 | 61.442 | 51.816 | -79 | -71 | -70 | -100 | -67 | -78 | -100 | -71 |
| B | 1723698224.135 | 124.816 | 42.399 | 51.816 | -78 | -78 | -82 | -73 | -82 | -79 | -76 | -75 |
| C | 1723698072.141 | 63.681 | 57.487 | 51.816 | -81 | -100 | -75 | -74 | -64 | -76 | -70 | -68 |
| D | 1723698368.157 | 50.096 | 67.214 | 51.816 | -84 | -77 | -81 | -78 | -80 | -72 | -72 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698166.142
- **Target RSSI fingerprint:** [-70, -80, -80, -79, -79, -76, -75, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
33.96343377028761,
28.06684970855713,
51.816
] | 4 |
42,723 | **[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 | 1724123119.133 | 38.209 | 29.619 | 60.960 | -84 | -80 | -83 | -72 | -79 | -79 | -71 | -65 |
| B | 1724123483.123 | 18.680 | 23.409 | 60.960 | -79 | -78 | -85 | -78 | -76 | -72 | -84 | -82 |
| C | 1724123435.143 | 89.154 | 32.446 | 60.960 | -76 | -82 | -78 | -84 | -78 | -78 | -72 | -67 |
| D | 1724123695.145 | 4.245 | 55.444 | 60.960 | -100 | -100 | -82 | -88 | -96 | -84 | -100 | -90 |
| E | 1724123142.140 | 15.284 | 49.246 | 60.960 | -100 | -78 | -77 | -74 | -75 | -67 | -75 | -68 |
| F | 1724123572.155 | 16.133 | 49.591 | 60.960 | -85 | -82 | -80 | -71 | -100 | -77 | -75 | -67 |
| G | 1724123080.144 | 80.663 | 29.381 | 60.960 | -83 | -81 | -76 | -85 | -78 | -78 | -77 | -67 |
| H | 1724123084.130 | 97.645 | 38.232 | 60.960 | -84 | -84 | -78 | -85 | -77 | -83 | -70 | -66 |
| I | 1724123220.132 | 12.736 | 43.792 | 60.960 | -81 | -78 | -77 | -70 | -78 | -76 | -70 | -65 |
| J | 1724123432.138 | 76.418 | 25.811 | 60.960 | -77 | -71 | -78 | -79 | -77 | -71 | -71 | -66 |
| K | 1724123505.125 | 60.285 | 71.912 | 60.960 | -83 | -82 | -80 | -83 | -76 | -82 | -77 | -67 |
| L | 1724123194.120 | 72.172 | 18.592 | 60.960 | -76 | -79 | -78 | -77 | -77 | -81 | -73 | -63 |
| M | 1724123143.143 | 19.529 | 51.662 | 60.960 | -100 | -77 | -78 | -76 | -73 | -69 | -75 | -68 |
| N | 1724123598.138 | 28.020 | 7.524 | 60.960 | -74 | -81 | -100 | -83 | -75 | -78 | -78 | -76 |
| O | 1724123428.135 | 59.436 | 16.893 | 60.960 | -81 | -83 | -85 | -79 | -78 | -76 | -73 | -67 |
| P | 1724123465.147 | 71.323 | 44.496 | 60.960 | -80 | -82 | -76 | -100 | -78 | -82 | -72 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123328.307
- **Target RSSI fingerprint:** [-80, -82, -78, -84, -76, -75, -77, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
57.737837044395434,
68.87326240539551,
60.96
] | 16 |
15,437 | **[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 | 1722999964.148 | 118.869 | 14.226 | 42.672 | -82 | -90 | -82 | -90 | -78 | -84 | -86 | -77 |
| B | 1723000025.162 | 6.792 | 60.194 | 42.672 | -88 | -84 | -85 | -76 | -76 | -83 | -71 | -76 |
| C | 1722999655.157 | 31.415 | 46.552 | 42.672 | -84 | -85 | -79 | -100 | -77 | -69 | -100 | -62 |
| D | 1722999489.151 | 137.548 | 84.015 | 42.672 | -76 | -88 | -88 | -88 | -90 | -86 | -76 | -64 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999693.138
- **Target RSSI fingerprint:** [-82, -80, -86, -83, -88, -89, -68, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
71.32122713575409,
94.47182178497314,
42.672000000000004
] | 4 |
12,943 | **[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 | 1722999756.150 | 74.717 | 27.589 | 42.672 | -85 | -89 | -82 | -80 | -80 | -68 | -74 | -85 |
| B | 1723000006.161 | 35.661 | 87.903 | 42.672 | -80 | -87 | -81 | -82 | -87 | -69 | -91 | -73 |
| C | 1723000272.124 | 66.227 | 1.128 | 42.672 | -93 | -93 | -86 | -82 | -93 | -92 | -92 | -84 |
| D | 1722999680.142 | 5.094 | 88.805 | 42.672 | -88 | -87 | -87 | -88 | -79 | -90 | -71 | -83 |
| E | 1723000158.145 | 137.548 | 99.355 | 42.672 | -83 | -71 | -79 | -86 | -85 | -100 | -70 | -64 |
| F | 1722999989.126 | 69.623 | 68.993 | 42.672 | -87 | -85 | -84 | -83 | -85 | -71 | -74 | -69 |
| G | 1722999759.133 | 73.019 | 43.062 | 42.672 | -81 | -86 | -81 | -74 | -84 | -68 | -76 | -70 |
| H | 1723000185.166 | 81.510 | 12.421 | 42.672 | -76 | -75 | -85 | -84 | -72 | -72 | -69 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723000000.144
- **Target RSSI fingerprint:** [-74, -77, -73, -72, -85, -81, -80, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
64.52872931330131,
90.66322326660156,
42.672000000000004
] | 8 |
38,489 | **[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 | 1723693432.147 | 217.366 | 107.278 | 60.960 | -67 | -80 | -100 | -77 | -78 | -80 | -78 | -71 |
| B | 1723693455.141 | 206.328 | 56.638 | 60.960 | -85 | -76 | -80 | -82 | -75 | -78 | -75 | -78 |
| C | 1723693679.145 | 140.948 | 4.247 | 60.960 | -88 | -80 | -81 | -82 | -74 | -78 | -74 | -78 |
| D | 1723693116.157 | 165.572 | 87.598 | 60.960 | -84 | -83 | -79 | -72 | -76 | -83 | -81 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693096.159
- **Target RSSI fingerprint:** [-84, -80, -79, -82, -77, -77, -77, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
123.96653923975899,
61.62763595581055,
60.96
] | 4 |
18,245 | **[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 | 1723010475.161 | 187.643 | 28.704 | 60.960 | -83 | -76 | -77 | -83 | -71 | -65 | -82 | -82 |
| B | 1723010470.140 | 170.662 | 46.831 | 60.960 | -82 | -78 | -83 | -89 | -72 | -82 | -87 | -85 |
| C | 1723010213.146 | 55.189 | 84.798 | 60.960 | -81 | -77 | -66 | -82 | -70 | -100 | -82 | -70 |
| D | 1723010348.145 | 89.152 | 9.223 | 60.960 | -84 | -72 | -100 | -80 | -75 | -100 | -83 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723009825.160
- **Target RSSI fingerprint:** [-88, -85, -83, -88, -90, -79, -85, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
95.94403029323016,
11.903529167175293,
60.96
] | 4 |
32,586 | **[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 | 1723696412.156 | 112.079 | 62.291 | 42.672 | -70 | -78 | -67 | -84 | -77 | -69 | -70 | -100 |
| B | 1723696759.155 | 113.778 | 62.358 | 42.672 | -69 | -81 | -67 | -86 | -80 | -69 | -70 | -78 |
| C | 1723696615.171 | 24.623 | 38.670 | 42.672 | -75 | -75 | -70 | -67 | -78 | -70 | -67 | -65 |
| D | 1723696735.142 | 71.323 | 16.442 | 42.672 | -70 | -85 | -70 | -85 | -76 | -73 | -69 | -69 |
| E | 1723696456.132 | 50.096 | 64.255 | 42.672 | -80 | -75 | -72 | -79 | -100 | -72 | -72 | -71 |
| F | 1723696384.129 | 70.474 | 14.159 | 42.672 | -77 | -85 | -72 | -83 | -80 | -78 | -71 | -73 |
| G | 1723696770.140 | 86.607 | 49.061 | 42.672 | -82 | -80 | -81 | -85 | -77 | -80 | -76 | -61 |
| H | 1723696907.139 | 35.662 | 14.279 | 42.672 | -77 | -70 | -100 | -68 | -68 | -78 | -100 | -73 |
| I | 1723696506.143 | 80.663 | 31.066 | 42.672 | -84 | -81 | -69 | -72 | -79 | -76 | -66 | -70 |
| J | 1723696528.159 | 26.322 | 51.038 | 42.672 | -100 | -82 | -79 | -76 | -75 | -78 | -72 | -63 |
| K | 1723696889.147 | 22.925 | 36.175 | 42.672 | -86 | -77 | -83 | -76 | -72 | -76 | -75 | -73 |
| L | 1723696714.144 | 26.322 | 35.684 | 42.672 | -81 | -80 | -85 | -76 | -70 | -74 | -76 | -74 |
| M | 1723696673.145 | 88.305 | 22.016 | 42.672 | -72 | -85 | -100 | -78 | -75 | -74 | -72 | -60 |
| N | 1723696602.141 | 45.002 | 31.172 | 42.672 | -100 | -83 | -78 | -82 | -76 | -100 | -76 | -62 |
| O | 1723696580.135 | 114.627 | 60.115 | 42.672 | -70 | -83 | -68 | -88 | -82 | -70 | -72 | -83 |
| P | 1723696916.160 | 16.133 | 56.837 | 42.672 | -90 | -74 | -100 | -76 | -73 | -75 | -78 | -82 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696778.150
- **Target RSSI fingerprint:** [-82, -79, -76, -75, -75, -79, -75, -61]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
49.24697876241382,
32.72475242614746,
42.672000000000004
] | 16 |
2,284 | **[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 | 1723006583.159 | 24.623 | 43.261 | 42.672 | -78 | -84 | -82 | -73 | -67 | -72 | -100 | -63 |
| B | 1723006877.152 | 78.963 | 39.838 | 42.672 | -86 | -88 | -82 | -87 | -100 | -85 | -78 | -80 |
| C | 1723006671.147 | 19.528 | 46.234 | 42.672 | -73 | -89 | -86 | -76 | -78 | -76 | -80 | -72 |
| D | 1723006573.151 | 1.698 | 77.605 | 42.672 | -84 | -81 | -84 | -87 | -77 | -81 | -79 | -79 |
| E | 1723006790.147 | 6.792 | 79.556 | 42.672 | -85 | -91 | -78 | -82 | -78 | -77 | -80 | -74 |
| F | 1723006449.148 | 11.887 | 59.186 | 42.672 | -74 | -100 | -79 | -75 | -100 | -77 | -74 | -73 |
| G | 1723006773.165 | 65.378 | 82.515 | 42.672 | -92 | -91 | -93 | -87 | -83 | -91 | -80 | -72 |
| H | 1723006028.159 | 206.322 | 1.606 | 42.672 | -100 | -97 | -100 | -91 | -100 | -89 | -75 | -88 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006660.147
- **Target RSSI fingerprint:** [-87, -89, -89, -84, -77, -79, -77, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
39.90592404280892,
38.61680030822754,
42.672000000000004
] | 8 |
43,574 | **[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 | 1723693489.133 | 119.721 | 53.042 | 60.960 | -79 | -77 | -100 | -75 | -76 | -68 | -78 | -64 |
| B | 1723693681.135 | 132.457 | 8.161 | 60.960 | -73 | -81 | -77 | -89 | -81 | -74 | -73 | -77 |
| C | 1723693272.158 | 146.892 | 0.133 | 60.960 | -81 | -80 | -76 | -81 | -75 | -77 | -71 | -76 |
| D | 1723693208.154 | 135.005 | 35.923 | 60.960 | -81 | -82 | -83 | -78 | -81 | -78 | -82 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693505.153
- **Target RSSI fingerprint:** [-80, -81, -75, -74, -77, -77, -74, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
151.98637345148532,
91.7381238937378,
60.96
] | 4 |
14,455 | **[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 | 1722828994.177 | 95.095 | 92.760 | 42.672 | -86 | -87 | -81 | -81 | -82 | -83 | -83 | -73 |
| B | 1722828335.164 | 68.774 | 3.185 | 42.672 | -93 | -87 | -86 | -79 | -89 | -77 | -89 | -85 |
| C | 1722828544.148 | 56.887 | 105.645 | 42.672 | -84 | -83 | -82 | -83 | -79 | -80 | -85 | -77 |
| D | 1722828793.146 | 93.397 | 86.191 | 42.672 | -91 | -86 | -86 | -87 | -88 | -87 | -79 | -78 |
| E | 1722828778.151 | 33.963 | 38.444 | 42.672 | -93 | -89 | -88 | -85 | -95 | -80 | -85 | -86 |
| F | 1722828991.145 | 85.755 | 85.660 | 42.672 | -88 | -84 | -79 | -83 | -84 | -78 | -84 | -74 |
| G | 1722828983.166 | 44.151 | 56.373 | 42.672 | -87 | -90 | -91 | -88 | -86 | -84 | -77 | -76 |
| H | 1722829024.146 | 91.699 | 24.962 | 42.672 | -95 | -97 | -79 | -79 | -83 | -67 | -91 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828812.152
- **Target RSSI fingerprint:** [-87, -73, -75, -79, -78, -70, -83, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
128.20844685463416,
64.09592628479004,
42.672000000000004
] | 8 |
30,962 | **[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 | 1723693143.154 | 224.159 | 76.331 | 60.960 | -72 | -79 | -78 | -69 | -62 | -76 | -73 | -68 |
| B | 1723693656.144 | 199.535 | 51.993 | 60.960 | -85 | -82 | -78 | -85 | -81 | -76 | -74 | -88 |
| C | 1723693083.150 | 140.099 | 27.496 | 60.960 | -71 | -76 | -80 | -79 | -72 | -80 | -67 | -63 |
| D | 1723693618.158 | 167.270 | 64.998 | 60.960 | -79 | -80 | -75 | -84 | -67 | -76 | -75 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693601.147
- **Target RSSI fingerprint:** [-100, -71, -77, -74, -100, -71, -74, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
129.06105455098196,
37.395925521850586,
60.96
] | 4 |
9,985 | **[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 | 1731994262.222 | 56.887 | 20.702 | 51.816 | -83 | -74 | -82 | -85 | -86 | -84 | -81 | -81 |
| B | 1731994271.207 | 15.283 | 45.345 | 51.816 | -83 | -80 | -71 | -81 | -100 | -73 | -78 | -77 |
| C | 1731994667.227 | 3.396 | 57.248 | 51.816 | -89 | -81 | -69 | -80 | -83 | -77 | -83 | -75 |
| D | 1731994557.234 | 57.736 | 106.574 | 51.816 | -89 | -81 | -100 | -85 | -87 | -83 | -86 | -71 |
| E | 1731994836.233 | 91.699 | 35.419 | 51.816 | -78 | -90 | -91 | -86 | -79 | -69 | -72 | -79 |
| F | 1731994637.227 | 90.001 | 37.608 | 51.816 | -76 | -83 | -90 | -79 | -68 | -75 | -70 | -72 |
| G | 1731994406.206 | 69.623 | 80.578 | 51.816 | -84 | -81 | -84 | -87 | -75 | -85 | -76 | -75 |
| H | 1731994383.226 | 10.189 | 62.119 | 51.816 | -84 | -86 | -88 | -76 | -75 | -80 | -75 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994300.232
- **Target RSSI fingerprint:** [-78, -90, -89, -78, -79, -77, -69, -63]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
39.056879261190154,
91.44617557525635,
51.816
] | 8 |
5,356 | **[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 | 1723004765.128 | 18.679 | 87.983 | 60.960 | -85 | -86 | -80 | -84 | -87 | -69 | -88 | -83 |
| B | 1723004989.156 | 42.453 | 89.947 | 60.960 | -78 | -80 | -76 | -75 | -71 | -68 | -70 | -77 |
| C | 1723004692.170 | 95.944 | 12.116 | 60.960 | -76 | -72 | -81 | -70 | -70 | -70 | -66 | -100 |
| D | 1723004735.160 | 44.151 | 45.955 | 60.960 | -76 | -80 | -78 | -67 | -76 | -85 | -73 | -64 |
| E | 1723004852.160 | 67.076 | 91.114 | 60.960 | -86 | -88 | -84 | -84 | -84 | -82 | -84 | -75 |
| F | 1723004790.141 | 127.359 | 93.171 | 60.960 | -86 | -78 | -82 | -85 | -81 | -71 | -85 | -59 |
| G | 1723004730.142 | 70.472 | 47.322 | 60.960 | -84 | -76 | -80 | -81 | -73 | -85 | -74 | -77 |
| H | 1723004408.150 | 68.774 | 70.187 | 60.960 | -87 | -81 | -74 | -84 | -86 | -74 | -80 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004636.163
- **Target RSSI fingerprint:** [-83, -76, -82, -79, -75, -100, -72, -62]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
62.83060392132598,
89.8271894454956,
60.96
] | 8 |
30,989 | **[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 | 1723690243.135 | 44.152 | 53.373 | 42.672 | -100 | -100 | -83 | -79 | -81 | -70 | -100 | -74 |
| B | 1723690324.155 | 13.585 | 71.979 | 42.672 | -100 | -100 | -91 | -84 | -91 | -92 | -91 | -103 |
| C | 1723689676.111 | 206.328 | 57.063 | 42.672 | -79 | -83 | -82 | -100 | -100 | -77 | -73 | -76 |
| D | 1723689805.168 | 178.308 | 23.064 | 42.672 | -83 | -90 | -84 | -100 | -100 | -80 | -78 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723689604.170
- **Target RSSI fingerprint:** [-83, -100, -85, -81, -78, -74, -89, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
124.81562699184659,
27.655467987060547,
42.672000000000004
] | 4 |
19,598 | **[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 | 1723006689.144 | 26.321 | 81.626 | 42.672 | -64 | -80 | -78 | -81 | -68 | -67 | -100 | -71 |
| B | 1723006317.132 | 79.812 | 48.928 | 42.672 | -80 | -88 | -90 | -90 | -86 | -81 | -80 | -71 |
| C | 1723006335.137 | 40.755 | 82.860 | 42.672 | -81 | -82 | -79 | -83 | -100 | -82 | -78 | -84 |
| D | 1723006350.158 | 0.849 | 77.260 | 42.672 | -75 | -84 | -83 | -74 | -79 | -78 | -82 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006284.150
- **Target RSSI fingerprint:** [-100, -85, -75, -83, -72, -71, -74, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
155.37838510285175,
9.873161315917969,
42.672000000000004
] | 4 |
23,362 | **[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 | 1725940903.156 | 103.586 | 38.139 | 51.816 | -78 | -76 | -73 | -76 | -84 | -74 | -77 | -58 |
| B | 1725941025.173 | 53.491 | 23.011 | 51.816 | -79 | -81 | -80 | -76 | -85 | -77 | -74 | -66 |
| C | 1725940763.152 | 61.133 | 15.261 | 51.816 | -75 | -86 | -81 | -71 | -83 | -66 | -73 | -69 |
| D | 1725941220.136 | 56.888 | 45.332 | 51.816 | -100 | -88 | -74 | -78 | -80 | -72 | -76 | -60 |
| E | 1725941345.149 | 0.849 | 35.790 | 51.816 | -77 | -80 | -78 | -79 | -80 | -74 | -75 | -66 |
| F | 1725941279.151 | 40.755 | 113.077 | 51.816 | -72 | -70 | -80 | -80 | -63 | -78 | -77 | -69 |
| G | 1725940941.131 | 5.943 | 55.125 | 51.816 | -77 | -88 | -75 | -79 | -77 | -77 | -73 | -62 |
| H | 1725941173.146 | 94.247 | 16.575 | 51.816 | -77 | -78 | -75 | -72 | -78 | -66 | -69 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725940856.166
- **Target RSSI fingerprint:** [-70, -74, -70, -100, -56, -100, -100, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
12.736020634833928,
87.27927684783936,
51.816
] | 8 |
24,513 | **[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 | 1725941024.175 | 52.642 | 23.117 | 51.816 | -80 | -75 | -79 | -72 | -85 | -74 | -75 | -66 |
| B | 1725940641.174 | 45.001 | 19.454 | 51.816 | -100 | -78 | -100 | -100 | -87 | -86 | -88 | -100 |
| C | 1725941323.162 | 44.152 | 56.890 | 51.816 | -75 | -77 | -78 | -74 | -78 | -74 | -77 | -68 |
| D | 1725941070.150 | 20.378 | 131.125 | 51.816 | -85 | -79 | -81 | -81 | -64 | -81 | -76 | -87 |
| E | 1725941061.153 | 16.981 | 109.268 | 51.816 | -72 | -75 | -71 | -66 | -52 | -67 | -65 | -68 |
| F | 1725941190.149 | 108.681 | 52.896 | 51.816 | -73 | -100 | -72 | -69 | -82 | -68 | -78 | -64 |
| G | 1725940965.172 | 61.133 | 20.954 | 51.816 | -77 | -75 | -76 | -70 | -81 | -73 | -72 | -71 |
| H | 1725941256.157 | 8.491 | 72.549 | 51.816 | -73 | -100 | -73 | -77 | -64 | -73 | -78 | -73 |
| I | 1725940887.171 | 83.209 | 74.274 | 51.816 | -80 | -80 | -77 | -81 | -85 | -80 | -80 | -66 |
| J | 1725941173.146 | 94.247 | 16.575 | 51.816 | -75 | -100 | -77 | -66 | -78 | -72 | -69 | -68 |
| K | 1725940854.145 | 10.189 | 77.181 | 51.816 | -71 | -77 | -72 | -76 | -59 | -68 | -75 | -72 |
| L | 1725940643.166 | 46.699 | 20.861 | 51.816 | -100 | -83 | -100 | -100 | -98 | -89 | -85 | -100 |
| M | 1725941442.167 | 39.906 | 28.943 | 51.816 | -100 | -78 | -100 | -100 | -75 | -76 | -65 | -100 |
| N | 1725941196.148 | 104.435 | 57.063 | 51.816 | -100 | -73 | -80 | -74 | -80 | -77 | -76 | -73 |
| O | 1725940985.148 | 106.983 | 40.966 | 51.816 | -71 | -79 | -73 | -76 | -83 | -78 | -75 | -63 |
| P | 1725941211.151 | 66.227 | 87.054 | 51.816 | -83 | -75 | -76 | -64 | -84 | -75 | -76 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725941328.144
- **Target RSSI fingerprint:** [-75, -77, -78, -74, -64, -75, -76, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
22.075769100378807,
67.46660232543945,
51.816
] | 16 |
224 | **[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 | 1722828748.171 | 37.359 | 85.475 | 42.672 | -89 | -91 | -75 | -80 | -84 | -86 | -71 | -77 |
| B | 1722828575.158 | 27.170 | 38.152 | 42.672 | -83 | -86 | -88 | -86 | -84 | -83 | -80 | -74 |
| C | 1722828724.156 | 100.189 | 89.947 | 42.672 | -88 | -95 | -82 | -81 | -82 | -91 | -79 | -75 |
| D | 1722829112.160 | 68.774 | 2.428 | 42.672 | -97 | -93 | -85 | -87 | -82 | -98 | -77 | -84 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828919.158
- **Target RSSI fingerprint:** [-88, -94, -83, -87, -85, -87, -81, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
104.43469512000001,
87.1863842010498,
42.672000000000004
] | 4 |
33,529 | **[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 | 1724123564.138 | 49.247 | 66.644 | 60.960 | -82 | -83 | -100 | -84 | -78 | -78 | -81 | -69 |
| B | 1724123464.133 | 75.569 | 46.738 | 60.960 | -85 | -84 | -77 | -78 | -77 | -77 | -69 | -63 |
| C | 1724123111.158 | 73.021 | 47.508 | 60.960 | -83 | -85 | -77 | -77 | -78 | -76 | -69 | -63 |
| D | 1724123399.131 | 10.189 | 42.080 | 60.960 | -82 | -79 | -88 | -82 | -80 | -79 | -80 | -66 |
| E | 1724123175.138 | 114.627 | 46.871 | 60.960 | -83 | -82 | -71 | -73 | -75 | -74 | -73 | -70 |
| F | 1724123415.133 | 29.718 | 2.229 | 60.960 | -80 | -82 | -79 | -77 | -76 | -77 | -75 | -78 |
| G | 1724123203.137 | 53.492 | 50.932 | 60.960 | -81 | -82 | -82 | -80 | -79 | -79 | -79 | -66 |
| H | 1724123385.119 | 47.549 | 62.676 | 60.960 | -82 | -83 | -89 | -82 | -78 | -79 | -83 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123373.134
- **Target RSSI fingerprint:** [-81, -81, -78, -80, -81, -80, -75, -87]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
69.62503878882978,
20.11789321899414,
60.96
] | 8 |
596 | **[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 | 1722828774.151 | 32.264 | 36.653 | 42.672 | -81 | -85 | -84 | -85 | -86 | -71 | -76 | -74 |
| B | 1722828743.149 | 56.038 | 103.005 | 42.672 | -96 | -86 | -80 | -84 | -79 | -80 | -81 | -77 |
| C | 1722828710.153 | 128.208 | 64.547 | 42.672 | -90 | -79 | -86 | -83 | -76 | -73 | -77 | -75 |
| D | 1722829016.152 | 125.661 | 58.257 | 42.672 | -92 | -87 | -100 | -100 | -79 | -100 | -84 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828824.164
- **Target RSSI fingerprint:** [-94, -96, -77, -74, -81, -63, -92, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
101.88750743414636,
30.601491928100586,
42.672000000000004
] | 4 |
44,778 | **[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 | 1724126821.214 | 42.454 | 26.050 | 42.672 | -72 | -100 | -100 | -88 | -68 | -66 | -54 | -83 |
| B | 1724126810.136 | 56.889 | 0.902 | 42.672 | -71 | -100 | -100 | -91 | -88 | -62 | -87 | -83 |
| C | 1724126985.147 | 91.701 | 17.517 | 42.672 | -100 | -88 | -90 | -93 | -86 | -71 | -84 | -91 |
| D | 1724126873.142 | 127.363 | 38.272 | 42.672 | -84 | -83 | -86 | -100 | -77 | -91 | -82 | -75 |
| E | 1724126894.148 | 113.778 | 94.233 | 42.672 | -100 | -85 | -82 | -71 | -81 | -100 | -86 | -69 |
| F | 1724126688.160 | 118.023 | 33.667 | 42.672 | -100 | -100 | -86 | -85 | -75 | -89 | -79 | -73 |
| G | 1724127176.167 | 60.285 | 2.110 | 42.672 | -71 | -87 | -86 | -89 | -100 | -62 | -85 | -100 |
| H | 1724126709.133 | 114.627 | 91.698 | 42.672 | -100 | -86 | -83 | -71 | -83 | -84 | -84 | -69 |
| I | 1724126603.124 | 10.189 | 107.291 | 42.672 | -82 | -79 | -74 | -77 | -75 | -77 | -69 | -100 |
| J | 1724127133.159 | 93.399 | 54.236 | 42.672 | -86 | -86 | -88 | -100 | -81 | -82 | -85 | -76 |
| K | 1724127086.119 | 103.588 | 92.495 | 42.672 | -100 | -85 | -90 | -85 | -85 | -85 | -85 | -85 |
| L | 1724126952.169 | 109.532 | 61.628 | 42.672 | -89 | -86 | -86 | -100 | -84 | -90 | -82 | -78 |
| M | 1724126657.157 | 61.983 | 72.669 | 42.672 | -78 | -81 | -83 | -82 | -83 | -66 | -77 | -74 |
| N | 1724126902.140 | 104.438 | 90.929 | 42.672 | -100 | -85 | -89 | -81 | -84 | -100 | -83 | -82 |
| O | 1724126733.124 | 39.058 | 57.620 | 42.672 | -74 | -85 | -100 | -89 | -84 | -64 | -86 | -80 |
| P | 1724126895.153 | 112.928 | 94.777 | 42.672 | -100 | -84 | -82 | -69 | -80 | -100 | -83 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724126779.151
- **Target RSSI fingerprint:** [-100, -81, -76, -82, -85, -86, -81, -84]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
131.60833118112924,
69.09885883331299,
42.672000000000004
] | 16 |
27,357 | **[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 | 1725937777.161 | 5.094 | 42.916 | 30.480 | -70 | -71 | -68 | -75 | -71 | -66 | -61 | -59 |
| B | 1725937702.170 | 31.416 | 112.506 | 30.480 | -77 | -74 | -79 | -71 | -74 | -80 | -51 | -60 |
| C | 1725937721.160 | 79.812 | 70.930 | 30.480 | -85 | -82 | -84 | -67 | -76 | -82 | -76 | -73 |
| D | 1725938245.151 | 36.510 | 16.256 | 30.480 | -78 | -79 | -75 | -100 | -76 | -73 | -69 | -64 |
| E | 1725937844.178 | 89.152 | 50.653 | 30.480 | -78 | -85 | -82 | -73 | -75 | -73 | -69 | -71 |
| F | 1725937761.138 | 32.265 | 52.153 | 30.480 | -68 | -64 | -66 | -63 | -74 | -66 | -65 | -60 |
| G | 1725937772.141 | 8.491 | 63.565 | 30.480 | -74 | -79 | -76 | -67 | -71 | -66 | -58 | -71 |
| H | 1725937952.160 | 99.341 | 51.370 | 30.480 | -76 | -81 | -76 | -66 | -100 | -72 | -70 | -76 |
| I | 1725937630.139 | 59.435 | 76.530 | 30.480 | -84 | -80 | -84 | -75 | -75 | -84 | -81 | -75 |
| J | 1725937894.137 | 1.698 | 24.537 | 30.480 | -79 | -78 | -77 | -100 | -71 | -76 | -74 | -65 |
| K | 1725938135.137 | 10.189 | 83.179 | 30.480 | -82 | -73 | -76 | -64 | -100 | -65 | -46 | -57 |
| L | 1725938343.174 | 45.001 | 8.095 | 30.480 | -92 | -92 | -94 | -100 | -91 | -96 | -87 | -84 |
| M | 1725937660.144 | 6.793 | 18.433 | 30.480 | -83 | -80 | -82 | -83 | -62 | -78 | -76 | -53 |
| N | 1725937673.151 | 5.943 | 49.910 | 30.480 | -64 | -64 | -61 | -70 | -70 | -57 | -50 | -58 |
| O | 1725937998.147 | 6.793 | 64.627 | 30.480 | -78 | -83 | -73 | -64 | -70 | -68 | -58 | -63 |
| P | 1725937655.152 | 30.566 | 13.244 | 30.480 | -79 | -84 | -86 | -85 | -72 | -78 | -74 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725937889.159
- **Target RSSI fingerprint:** [-79, -70, -76, -81, -68, -78, -79, -53]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
0,
19.93210792541504,
30.48
] | 16 |
24,315 | **[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 | 1725943514.167 | 31.416 | 17.981 | 60.960 | -78 | -83 | -78 | -71 | -76 | -74 | -72 | -72 |
| B | 1725942918.175 | 58.586 | 15.500 | 60.960 | -77 | -78 | -75 | -74 | -78 | -68 | -73 | -82 |
| C | 1725943258.166 | 104.435 | 21.060 | 60.960 | -73 | -75 | -72 | -80 | -73 | -77 | -79 | -59 |
| D | 1725943274.145 | 56.038 | 36.825 | 60.960 | -74 | -73 | -71 | -73 | -75 | -77 | -71 | -70 |
| E | 1725943460.162 | 105.284 | 23.276 | 60.960 | -75 | -73 | -72 | -79 | -76 | -77 | -79 | -60 |
| F | 1725943114.165 | 40.755 | 12.806 | 60.960 | -78 | -79 | -76 | -71 | -76 | -74 | -70 | -73 |
| G | 1725943357.152 | 70.473 | 68.488 | 60.960 | -86 | -77 | -85 | -75 | -70 | -73 | -76 | -81 |
| H | 1725943395.172 | 1.698 | 17.517 | 60.960 | -74 | -76 | -75 | -74 | -77 | -76 | -75 | -72 |
| I | 1725943239.154 | 73.020 | 69.457 | 60.960 | -76 | -68 | -77 | -78 | -80 | -77 | -78 | -67 |
| J | 1725943542.154 | 70.473 | 8.029 | 60.960 | -76 | -84 | -83 | -76 | -77 | -76 | -75 | -67 |
| K | 1725943121.150 | 75.567 | 5.958 | 60.960 | -78 | -80 | -77 | -74 | -74 | -76 | -72 | -69 |
| L | 1725942741.131 | 30.566 | 2.548 | 60.960 | -100 | -100 | -100 | -100 | -100 | -75 | -71 | -100 |
| M | 1725943647.150 | 29.717 | 1.685 | 60.960 | -100 | -100 | -100 | -100 | -79 | -82 | -78 | -100 |
| N | 1725943098.141 | 1.698 | 26.673 | 60.960 | -73 | -68 | -68 | -72 | -78 | -76 | -73 | -68 |
| O | 1725943067.149 | 87.454 | 24.444 | 60.960 | -74 | -76 | -75 | -72 | -72 | -76 | -72 | -69 |
| P | 1725942932.232 | 100.190 | 7.498 | 60.960 | -73 | -72 | -70 | -74 | -76 | -74 | -72 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943479.155
- **Target RSSI fingerprint:** [-75, -71, -76, -75, -74, -76, -69, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
44.151535594026484,
46.910786628723145,
60.96
] | 16 |
39,829 | **[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 | 1723691286.149 | 124.816 | 58.429 | 51.816 | -76 | -84 | -100 | -83 | -83 | -80 | -70 | -69 |
| B | 1723691516.144 | 172.364 | 84.068 | 51.816 | -100 | -82 | -100 | -74 | -84 | -74 | -78 | -100 |
| C | 1723691854.140 | 202.932 | 60.831 | 51.816 | -100 | -87 | -85 | -85 | -80 | -74 | -75 | -72 |
| D | 1723691689.145 | 117.174 | 63.857 | 51.816 | -75 | -78 | -100 | -83 | -76 | -81 | -69 | -67 |
| E | 1723691453.132 | 208.026 | 62.729 | 51.816 | -100 | -86 | -80 | -86 | -81 | -74 | -77 | -75 |
| F | 1723691739.130 | 224.159 | 86.762 | 51.816 | -75 | -83 | -69 | -81 | -77 | -80 | -78 | -81 |
| G | 1723691098.133 | 1.698 | 75.800 | 51.816 | -82 | -94 | -91 | -95 | -100 | -101 | -100 | -99 |
| H | 1723691571.140 | 187.648 | 122.751 | 51.816 | -79 | -86 | -78 | -86 | -78 | -77 | -82 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691834.151
- **Target RSSI fingerprint:** [-86, -78, -84, -85, -87, -80, -87, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
218.21507905591932,
115.90348243713379,
51.816
] | 8 |
14,773 | **[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 | 1722833450.143 | 24.623 | 80.432 | 60.960 | -80 | -85 | -100 | -79 | -80 | -86 | -77 | -87 |
| B | 1722833668.172 | 79.812 | 55.324 | 60.960 | -82 | -89 | -89 | -84 | -73 | -85 | -81 | -80 |
| C | 1722833719.176 | 66.227 | 115.399 | 60.960 | -78 | -81 | -100 | -100 | -85 | -100 | -79 | -83 |
| D | 1722833709.138 | 79.812 | 114.099 | 60.960 | -91 | -81 | -88 | -86 | -87 | -82 | -80 | -80 |
| E | 1722833461.182 | 40.755 | 89.482 | 60.960 | -90 | -87 | -85 | -86 | -82 | -88 | -84 | -89 |
| F | 1722833549.172 | 16.981 | 48.317 | 60.960 | -87 | -87 | -86 | -87 | -80 | -88 | -77 | -76 |
| G | 1722833980.192 | 113.774 | 81.148 | 60.960 | -82 | -88 | -83 | -80 | -83 | -81 | -91 | -76 |
| H | 1722833823.146 | 39.057 | 27.921 | 60.960 | -91 | -92 | -83 | -87 | -91 | -77 | -76 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833750.149
- **Target RSSI fingerprint:** [-88, -92, -86, -88, -78, -87, -80, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
31.415314575422556,
36.95800304412842,
60.96
] | 8 |
14,142 | **[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 | 1722833856.162 | 45.849 | 84.439 | 60.960 | -80 | -88 | -71 | -90 | -89 | -83 | -78 | -83 |
| B | 1722833894.149 | 118.020 | 75.601 | 60.960 | -90 | -100 | -93 | -83 | -84 | -80 | -78 | -71 |
| C | 1722833119.155 | 65.378 | 7.126 | 60.960 | -104 | -89 | -104 | -87 | -87 | -100 | -102 | -89 |
| D | 1722833628.465 | 28.868 | 33.800 | 60.960 | -96 | -100 | -87 | -83 | -84 | -74 | -77 | -75 |
| E | 1722833880.163 | 113.774 | 47.972 | 60.960 | -78 | -76 | -80 | -77 | -63 | -77 | -76 | -78 |
| F | 1722833823.146 | 39.057 | 27.921 | 60.960 | -92 | -82 | -91 | -83 | -87 | -76 | -81 | -77 |
| G | 1722833401.171 | 63.680 | 7.723 | 60.960 | -89 | -89 | -98 | -88 | -100 | -83 | -87 | -79 |
| H | 1722833857.154 | 49.246 | 81.294 | 60.960 | -81 | -88 | -72 | -88 | -90 | -83 | -77 | -86 |
| I | 1722833787.153 | 128.208 | 69.178 | 60.960 | -81 | -82 | -80 | -78 | -74 | -100 | -80 | -81 |
| J | 1722833528.155 | 40.755 | 93.623 | 60.960 | -84 | -85 | -82 | -77 | -87 | -78 | -83 | -84 |
| K | 1722833744.154 | 6.793 | 53.825 | 60.960 | -81 | -87 | -75 | -89 | -85 | -77 | -75 | -86 |
| L | 1722833647.135 | 22.925 | 76.875 | 60.960 | -85 | -81 | -82 | -100 | -88 | -78 | -85 | -84 |
| M | 1722833712.158 | 74.718 | 120.336 | 60.960 | -81 | -75 | -79 | -77 | -83 | -80 | -81 | -80 |
| N | 1722833884.153 | 127.359 | 61.296 | 60.960 | -78 | -81 | -84 | -81 | -72 | -84 | -78 | -74 |
| O | 1722833723.150 | 50.944 | 102.062 | 60.960 | -84 | -80 | -88 | -78 | -86 | -79 | -85 | -84 |
| P | 1722833931.161 | 5.094 | 62.304 | 60.960 | -84 | -81 | -84 | -78 | -69 | -77 | -79 | -82 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833814.163
- **Target RSSI fingerprint:** [-94, -83, -81, -78, -83, -91, -95, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
67.92500448740012,
5.613369941711426,
60.96
] | 16 |
8,459 | **[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 | 1722999494.140 | 140.095 | 58.668 | 42.672 | -87 | -87 | -76 | -82 | -78 | -76 | -75 | -69 |
| B | 1723000088.148 | 112.925 | 49.910 | 42.672 | -79 | -89 | -85 | -73 | -79 | -75 | -86 | -72 |
| C | 1722999991.161 | 67.925 | 78.600 | 42.672 | -78 | -83 | -83 | -82 | -89 | -80 | -72 | -72 |
| D | 1722999526.163 | 79.812 | 11.466 | 42.672 | -91 | -85 | -89 | -86 | -86 | -84 | -88 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999983.125
- **Target RSSI fingerprint:** [-87, -81, -83, -79, -83, -76, -75, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
73.86841381917387,
39.18742656707764,
42.672000000000004
] | 4 |
33,536 | **[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 | 1724130296.120 | 29.718 | 52.869 | 60.960 | -78 | -80 | -82 | -77 | -78 | -78 | -81 | -76 |
| B | 1724129829.122 | 35.662 | 48.357 | 60.960 | -79 | -100 | -75 | -78 | -79 | -70 | -76 | -63 |
| C | 1724130345.126 | 144.345 | 42.863 | 60.960 | -81 | -82 | -85 | -77 | -79 | -71 | -78 | -81 |
| D | 1724129881.128 | 146.043 | 42.147 | 60.960 | -83 | -78 | -84 | -72 | -80 | -71 | -69 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724130310.129
- **Target RSSI fingerprint:** [-83, -78, -80, -76, -81, -68, -72, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
51.79424565124091,
32.00815200805664,
60.96
] | 4 |
43,015 | **[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 | 1724130318.124 | 87.456 | 48.968 | 60.960 | -76 | -81 | -82 | -73 | -74 | -80 | -69 | -70 |
| B | 1724130469.139 | 8.491 | 113.847 | 60.960 | -100 | -94 | -89 | -100 | -100 | -88 | -93 | -88 |
| C | 1724130386.138 | 27.171 | 66.936 | 60.960 | -100 | -81 | -80 | -82 | -80 | -82 | -75 | -63 |
| D | 1724129941.194 | 47.549 | 26.727 | 60.960 | -80 | -85 | -82 | -82 | -80 | -82 | -81 | -74 |
| E | 1724130038.122 | 78.965 | 72.164 | 60.960 | -84 | -79 | -80 | -85 | -81 | -72 | -83 | -82 |
| F | 1724130270.123 | 116.325 | 96.807 | 60.960 | -82 | -79 | -83 | -84 | -81 | -82 | -81 | -70 |
| G | 1724130284.166 | 58.587 | 67.838 | 60.960 | -79 | -83 | -79 | -76 | -74 | -83 | -77 | -64 |
| H | 1724130325.125 | 120.570 | 64.083 | 60.960 | -76 | -82 | -82 | -72 | -70 | -72 | -73 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724130395.157
- **Target RSSI fingerprint:** [-100, -76, -78, -80, -81, -78, -76, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
9.339945937109016,
107.25119590759277,
60.96
] | 8 |
16,516 | **[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 | 1722828546.151 | 50.095 | 99.634 | 42.672 | -97 | -82 | -83 | -89 | -82 | -89 | -87 | -78 |
| B | 1722828514.161 | 119.718 | 55.298 | 42.672 | -85 | -78 | -83 | -80 | -77 | -80 | -74 | -74 |
| C | 1722828525.164 | 99.340 | 83.630 | 42.672 | -88 | -94 | -83 | -84 | -86 | -88 | -81 | -75 |
| D | 1722828985.147 | 56.887 | 64.428 | 42.672 | -88 | -88 | -84 | -88 | -88 | -74 | -88 | -77 |
| E | 1722828787.169 | 70.472 | 67.082 | 42.672 | -87 | -89 | -85 | -91 | -87 | -75 | -90 | -78 |
| F | 1722828824.164 | 101.888 | 30.601 | 42.672 | -86 | -96 | -74 | -77 | -81 | -92 | -63 | -77 |
| G | 1722828864.142 | 9.340 | 65.941 | 42.672 | -94 | -87 | -87 | -82 | -81 | -76 | -84 | -77 |
| H | 1722828545.161 | 53.491 | 102.580 | 42.672 | -92 | -79 | -81 | -79 | -78 | -82 | -83 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828753.169
- **Target RSSI fingerprint:** [-99, -88, -85, -80, -87, -84, -80, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
17.830313800975613,
68.55477333068848,
42.672000000000004
] | 8 |
30,477 | **[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 | 1724128693.142 | 73.870 | 78.242 | 51.816 | -65 | -81 | -82 | -83 | -69 | -100 | -80 | -71 |
| B | 1724128932.122 | 135.854 | 58.602 | 51.816 | -100 | -82 | -80 | -83 | -75 | -63 | -73 | -69 |
| C | 1724128473.136 | 124.816 | 34.039 | 51.816 | -100 | -79 | -79 | -75 | -77 | -74 | -78 | -71 |
| D | 1724128741.149 | 126.514 | 69.709 | 51.816 | -82 | -80 | -71 | -75 | -78 | -75 | -72 | -65 |
| E | 1724128749.149 | 135.854 | 54.594 | 51.816 | -100 | -82 | -79 | -83 | -75 | -64 | -80 | -68 |
| F | 1724128825.129 | 93.399 | 34.967 | 51.816 | -77 | -100 | -100 | -85 | -84 | -62 | -78 | -66 |
| G | 1724128484.149 | 135.854 | 49.406 | 51.816 | -80 | -68 | -76 | -71 | -82 | -77 | -78 | -68 |
| H | 1724128944.155 | 125.665 | 35.963 | 51.816 | -100 | -75 | -78 | -80 | -64 | -81 | -73 | -70 |
| I | 1724128575.134 | 135.005 | 40.687 | 51.816 | -79 | -82 | -80 | -83 | -67 | -78 | -76 | -70 |
| J | 1724128696.128 | 60.285 | 71.713 | 51.816 | -65 | -86 | -83 | -78 | -80 | -100 | -80 | -70 |
| K | 1724128721.118 | 43.303 | 29.765 | 51.816 | -82 | -100 | -85 | -86 | -86 | -100 | -83 | -82 |
| L | 1724128491.123 | 122.268 | 81.427 | 51.816 | -77 | -67 | -79 | -69 | -81 | -82 | -79 | -69 |
| M | 1724128935.125 | 141.797 | 46.818 | 51.816 | -100 | -83 | -80 | -87 | -76 | -64 | -79 | -70 |
| N | 1724128823.142 | 90.003 | 44.097 | 51.816 | -76 | -100 | -100 | -84 | -83 | -62 | -76 | -68 |
| O | 1724128819.128 | 83.210 | 63.087 | 51.816 | -78 | -84 | -78 | -85 | -81 | -62 | -75 | -65 |
| P | 1724128403.131 | 41.605 | 27.138 | 51.816 | -83 | -85 | -78 | -100 | -100 | -79 | -77 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128783.157
- **Target RSSI fingerprint:** [-66, -67, -79, -75, -75, -100, -74, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
52.643332239027096,
8.041849136352539,
51.816
] | 16 |
8,675 | **[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 | 1722828679.139 | 33.113 | 87.823 | 42.672 | -82 | -83 | -76 | -80 | -81 | -84 | -89 | -73 |
| B | 1722829003.154 | 109.529 | 82.714 | 42.672 | -84 | -82 | -94 | -84 | -83 | -71 | -91 | -78 |
| C | 1722828685.135 | 53.491 | 74.991 | 42.672 | -87 | -84 | -86 | -86 | -83 | -72 | -77 | -76 |
| D | 1722828950.141 | 16.981 | 68.621 | 42.672 | -93 | -90 | -83 | -84 | -84 | -76 | -81 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828990.162
- **Target RSSI fingerprint:** [-91, -87, -88, -86, -87, -90, -77, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
80.66094338536587,
82.11709976196289,
42.672000000000004
] | 4 |
6,478 | **[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 | 1723006318.162 | 77.265 | 53.838 | 42.672 | -81 | -79 | -86 | -86 | -81 | -79 | -84 | -70 |
| B | 1723006405.144 | 150.284 | 23.727 | 42.672 | -91 | -76 | -85 | -86 | -88 | -78 | -86 | -81 |
| C | 1723006877.152 | 78.963 | 39.838 | 42.672 | -85 | -100 | -86 | -85 | -88 | -78 | -87 | -80 |
| D | 1723006954.152 | 167.265 | 51.025 | 42.672 | -86 | -78 | -86 | -88 | -70 | -65 | -76 | -79 |
| E | 1723006446.144 | 18.679 | 46.513 | 42.672 | -85 | -100 | -74 | -76 | -100 | -80 | -84 | -74 |
| F | 1723006575.154 | 5.094 | 72.974 | 42.672 | -85 | -78 | -86 | -74 | -80 | -82 | -81 | -74 |
| G | 1723006717.147 | 131.605 | 87.664 | 42.672 | -91 | -77 | -92 | -81 | -77 | -80 | -86 | -71 |
| H | 1723006914.145 | 26.321 | 81.268 | 42.672 | -82 | -69 | -81 | -83 | -68 | -79 | -69 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006373.149
- **Target RSSI fingerprint:** [-86, -76, -79, -91, -83, -81, -80, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
50.94373282060714,
10.45705795288086,
42.672000000000004
] | 8 |
22,243 | **[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 | 1725942920.153 | 69.624 | 12.567 | 60.960 | -75 | -74 | -76 | -77 | -77 | -72 | -67 | -78 |
| B | 1725943138.157 | 104.435 | 28.385 | 60.960 | -77 | -73 | -79 | -73 | -76 | -78 | -79 | -68 |
| C | 1725943479.155 | 44.152 | 46.911 | 60.960 | -76 | -76 | -74 | -75 | -71 | -75 | -69 | -72 |
| D | 1725942938.154 | 103.586 | 30.482 | 60.960 | -78 | -73 | -77 | -72 | -74 | -78 | -74 | -67 |
| E | 1725943018.163 | 17.830 | 115.638 | 60.960 | -76 | -78 | -80 | -75 | -77 | -77 | -79 | -77 |
| F | 1725943390.163 | 21.227 | 13.629 | 60.960 | -74 | -76 | -79 | -75 | -75 | -70 | -75 | -72 |
| G | 1725943457.154 | 106.133 | 35.512 | 60.960 | -78 | -73 | -71 | -73 | -74 | -77 | -77 | -60 |
| H | 1725943245.158 | 94.247 | 52.299 | 60.960 | -78 | -66 | -78 | -74 | -66 | -76 | -72 | -64 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943466.153
- **Target RSSI fingerprint:** [-77, -79, -77, -78, -82, -71, -74, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
101.88815906313805,
21.68379783630371,
60.96
] | 8 |
9,265 | **[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 | 1731999665.218 | 69.623 | 178.593 | 42.672 | -100 | -89 | -75 | -80 | -82 | -91 | -89 | -70 |
| B | 1731999941.216 | 146.888 | 123.799 | 42.672 | -81 | -84 | -77 | -100 | -84 | -81 | -81 | -63 |
| C | 1731999908.215 | 75.567 | 119.938 | 42.672 | -89 | -88 | -86 | -78 | -81 | -84 | -78 | -83 |
| D | 1731999380.232 | 8.491 | 5.547 | 42.672 | -92 | -92 | -96 | -96 | -90 | -86 | -83 | -92 |
| E | 1732000006.248 | 67.925 | 158.263 | 42.672 | -85 | -88 | -92 | -92 | -91 | -79 | -80 | -89 |
| F | 1732000012.229 | 88.303 | 132.133 | 42.672 | -83 | -84 | -81 | -75 | -80 | -76 | -75 | -79 |
| G | 1731999935.220 | 146.888 | 126.440 | 42.672 | -90 | -100 | -100 | -73 | -83 | -84 | -85 | -58 |
| H | 1731999943.234 | 140.095 | 117.854 | 42.672 | -86 | -83 | -79 | -100 | -77 | -77 | -75 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1732000004.215
- **Target RSSI fingerprint:** [-81, -86, -100, -100, -79, -79, -76, -100]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
61.98156884697105,
166.03897094726562,
42.672000000000004
] | 8 |
11,347 | **[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 | 1722839105.170 | 118.020 | 152.609 | 51.816 | -83 | -81 | -74 | -86 | -79 | -75 | -82 | -75 |
| B | 1722839096.158 | 103.586 | 142.776 | 51.816 | -86 | -81 | -81 | -83 | -77 | -76 | -72 | -74 |
| C | 1722839015.286 | 135.850 | 121.291 | 51.816 | -100 | -83 | -82 | -91 | -81 | -91 | -83 | -86 |
| D | 1722839027.191 | 106.982 | 170.511 | 51.816 | -86 | -88 | -78 | -88 | -77 | -72 | -81 | -73 |
| E | 1722839287.160 | 49.246 | 98.466 | 51.816 | -76 | -77 | -79 | -69 | -77 | -78 | -70 | -70 |
| F | 1722839126.181 | 113.774 | 98.241 | 51.816 | -71 | -78 | -81 | -87 | -70 | -80 | -82 | -79 |
| G | 1722838755.162 | 13.585 | 129.227 | 51.816 | -83 | -86 | -82 | -82 | -87 | -85 | -88 | -84 |
| H | 1722839097.158 | 107.831 | 146.094 | 51.816 | -86 | -81 | -85 | -84 | -76 | -77 | -70 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722839033.175
- **Target RSSI fingerprint:** [-86, -83, -78, -88, -77, -82, -86, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
93.39688111453805,
193.6280870437622,
51.816
] | 8 |
40,460 | **[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 | 1723691360.169 | 203.781 | 139.326 | 51.816 | -86 | -67 | -70 | -81 | -79 | -80 | -75 | -81 |
| B | 1723691711.126 | 163.874 | 103.204 | 51.816 | -82 | -87 | -82 | -81 | -80 | -79 | -87 | -81 |
| C | 1723691898.150 | 50.945 | 49.817 | 51.816 | -79 | -100 | -71 | -79 | -78 | -77 | -75 | -77 |
| D | 1723691379.132 | 153.685 | 93.583 | 51.816 | -87 | -81 | -77 | -86 | -76 | -78 | -78 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691247.141
- **Target RSSI fingerprint:** [-78, -100, -79, -79, -100, -74, -77, -84]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
55.190584197022396,
59.50437545776367,
51.816
] | 4 |
20,574 | **[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 | 1723008274.154 | 101.887 | 8.480 | 51.816 | -85 | -89 | -73 | -85 | -73 | -76 | -78 | -77 |
| B | 1723008412.151 | 118.020 | 1.805 | 51.816 | -76 | -83 | -87 | -73 | -91 | -89 | -77 | -82 |
| C | 1723007997.152 | 54.340 | 83.710 | 51.816 | -76 | -76 | -100 | -79 | -86 | -81 | -72 | -68 |
| D | 1723008434.238 | 73.868 | 68.475 | 51.816 | -83 | -80 | -86 | -85 | -82 | -78 | -79 | -75 |
| E | 1723008532.139 | 126.510 | 44.137 | 51.816 | -79 | -80 | -87 | -79 | -91 | -88 | -78 | -81 |
| F | 1723008073.156 | 145.190 | 40.607 | 51.816 | -89 | -76 | -86 | -78 | -80 | -84 | -75 | -75 |
| G | 1723008449.149 | 38.208 | 84.161 | 51.816 | -83 | -81 | -83 | -76 | -88 | -74 | -78 | -69 |
| H | 1723008152.150 | 134.152 | 90.584 | 51.816 | -83 | -89 | -80 | -86 | -71 | -84 | -76 | -74 |
| I | 1723008321.150 | 62.831 | 40.289 | 51.816 | -78 | -86 | -83 | -74 | -87 | -81 | -79 | -83 |
| J | 1723007979.140 | 83.208 | 41.005 | 51.816 | -86 | -89 | -82 | -85 | -81 | -72 | -82 | -76 |
| K | 1723008464.159 | 4.245 | 76.889 | 51.816 | -83 | -81 | -78 | -72 | -76 | -74 | -82 | -76 |
| L | 1723008147.167 | 116.322 | 89.787 | 51.816 | -84 | -86 | -75 | -87 | -69 | -85 | -100 | -60 |
| M | 1723007986.152 | 70.472 | 76.398 | 51.816 | -84 | -77 | -85 | -81 | -84 | -77 | -78 | -69 |
| N | 1723008142.168 | 91.699 | 88.885 | 51.816 | -100 | -86 | -76 | -87 | -71 | -84 | -77 | -71 |
| O | 1723008562.159 | 18.679 | 56.386 | 51.816 | -78 | -76 | -78 | -77 | -77 | -67 | -78 | -69 |
| P | 1723008392.148 | 151.982 | 36.600 | 51.816 | -76 | -86 | -75 | -82 | -70 | -84 | -74 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723007981.158
- **Target RSSI fingerprint:** [-83, -84, -83, -81, -82, -73, -76, -60]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
79.81184775257002,
51.50233745574951,
51.816
] | 16 |
39,439 | **[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 | 1724123328.307 | 57.738 | 68.873 | 60.960 | -88 | -80 | -77 | -82 | -76 | -78 | -75 | -66 |
| B | 1724123060.132 | 28.020 | 16.283 | 60.960 | -75 | -81 | -84 | -79 | -76 | -75 | -81 | -79 |
| C | 1724123537.137 | 97.645 | 34.437 | 60.960 | -74 | -81 | -70 | -78 | -100 | -77 | -100 | -64 |
| D | 1724123522.155 | 101.890 | 69.218 | 60.960 | -74 | -82 | -74 | -74 | -77 | -76 | -81 | -70 |
| E | 1724123696.138 | 4.245 | 56.519 | 60.960 | -90 | -100 | -100 | -100 | -93 | -85 | -78 | -81 |
| F | 1724123078.117 | 72.172 | 25.134 | 60.960 | -76 | -72 | -73 | -73 | -77 | -77 | -73 | -66 |
| G | 1724123218.139 | 21.227 | 47.999 | 60.960 | -100 | -81 | -71 | -80 | -78 | -77 | -80 | -65 |
| H | 1724123173.154 | 112.079 | 50.016 | 60.960 | -76 | -82 | -72 | -79 | -78 | -78 | -83 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123128.127
- **Target RSSI fingerprint:** [-86, -100, -84, -78, -78, -89, -70, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
18.6798884555397,
20.011730194091797,
60.96
] | 8 |
38,371 | **[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 | 1724129871.130 | 108.683 | 24.391 | 60.960 | -81 | -87 | -85 | -78 | -78 | -72 | -68 | -76 |
| B | 1724129862.135 | 100.192 | 25.572 | 60.960 | -75 | -73 | -77 | -100 | -74 | -75 | -74 | -66 |
| C | 1724130282.123 | 67.078 | 72.629 | 60.960 | -77 | -83 | -78 | -78 | -82 | -72 | -77 | -62 |
| D | 1724129888.149 | 142.646 | 48.888 | 60.960 | -81 | -83 | -83 | -76 | -81 | -80 | -68 | -67 |
| E | 1724130158.133 | 147.741 | 44.164 | 60.960 | -78 | -76 | -78 | -81 | -83 | -72 | -78 | -79 |
| F | 1724130261.156 | 129.061 | 70.877 | 60.960 | -81 | -83 | -79 | -73 | -73 | -80 | -68 | -66 |
| G | 1724130262.136 | 126.514 | 75.681 | 60.960 | -75 | -80 | -75 | -73 | -71 | -80 | -68 | -66 |
| H | 1724129891.119 | 135.005 | 62.251 | 60.960 | -84 | -82 | -82 | -73 | -76 | -81 | -72 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724129991.121
- **Target RSSI fingerprint:** [-76, -79, -85, -75, -79, -79, -74, -64]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
84.05951343398115,
13.283648490905762,
60.96
] | 8 |
15,357 | **[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 | 1723010022.146 | 153.680 | 24.444 | 60.960 | -71 | -84 | -82 | -80 | -79 | -80 | -76 | -75 |
| B | 1723009876.150 | 28.868 | 37.542 | 60.960 | -76 | -75 | -78 | -71 | -67 | -62 | -62 | -68 |
| C | 1723010443.164 | 90.850 | 86.496 | 60.960 | -71 | -83 | -85 | -81 | -85 | -83 | -84 | -74 |
| D | 1723010375.130 | 145.190 | 42.160 | 60.960 | -83 | -90 | -79 | -77 | -81 | -70 | -82 | -71 |
| E | 1723009809.161 | 144.341 | 6.290 | 60.960 | -100 | -82 | -72 | -83 | -67 | -100 | -65 | -57 |
| F | 1723010152.159 | 145.190 | 40.342 | 60.960 | -82 | -89 | -76 | -76 | -81 | -70 | -81 | -69 |
| G | 1723010296.157 | 67.076 | 85.329 | 60.960 | -79 | -76 | -73 | -68 | -72 | -70 | -75 | -74 |
| H | 1723009924.139 | 145.190 | 39.108 | 60.960 | -89 | -89 | -81 | -75 | -81 | -80 | -81 | -73 |
| I | 1723009853.155 | 35.661 | 84.280 | 60.960 | -100 | -79 | -79 | -70 | -79 | -74 | -72 | -81 |
| J | 1723009963.152 | 21.227 | 51.463 | 60.960 | -79 | -81 | -88 | -68 | -73 | -72 | -72 | -75 |
| K | 1723010107.151 | 41.604 | 14.796 | 60.960 | -79 | -70 | -73 | -71 | -69 | -63 | -66 | -77 |
| L | 1723010163.146 | 112.925 | 43.155 | 60.960 | -91 | -89 | -77 | -87 | -73 | -80 | -71 | -68 |
| M | 1723010410.160 | 23.774 | 47.070 | 60.960 | -85 | -85 | -86 | -80 | -75 | -80 | -71 | -75 |
| N | 1723010297.158 | 65.378 | 85.475 | 60.960 | -82 | -77 | -81 | -77 | -71 | -75 | -75 | -79 |
| O | 1723009992.163 | 73.868 | 86.377 | 60.960 | -70 | -81 | -84 | -77 | -84 | -65 | -83 | -100 |
| P | 1723010042.148 | 101.887 | 7.312 | 60.960 | -86 | -75 | -73 | -74 | -73 | -74 | -69 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010358.156
- **Target RSSI fingerprint:** [-74, -88, -83, -82, -86, -76, -84, -63]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
139.24620325743138,
10.178380012512207,
60.96
] | 16 |
19,188 | **[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 | 1723008131.149 | 38.208 | 85.461 | 51.816 | -82 | -91 | -73 | -69 | -84 | -84 | -73 | -82 |
| B | 1723007975.147 | 90.850 | 19.043 | 51.816 | -77 | -82 | -77 | -79 | -81 | -72 | -68 | -76 |
| C | 1723008268.154 | 74.717 | 7.989 | 51.816 | -81 | -86 | -72 | -76 | -81 | -70 | -70 | -79 |
| D | 1723008250.149 | 30.566 | 34.078 | 51.816 | -74 | -67 | -72 | -76 | -65 | -100 | -72 | -63 |
| E | 1723008139.164 | 76.416 | 88.075 | 51.816 | -76 | -84 | -76 | -70 | -86 | -79 | -80 | -74 |
| F | 1723008432.161 | 78.114 | 58.974 | 51.816 | -100 | -79 | -83 | -81 | -79 | -74 | -74 | -62 |
| G | 1723007926.162 | 139.246 | 82.356 | 51.816 | -100 | -71 | -81 | -76 | -75 | -78 | -80 | -68 |
| H | 1723008226.153 | 34.812 | 84.439 | 51.816 | -83 | -80 | -85 | -87 | -75 | -76 | -70 | -67 |
| I | 1723008308.162 | 127.359 | 42.877 | 51.816 | -79 | -80 | -86 | -91 | -82 | -77 | -86 | -83 |
| J | 1723008536.153 | 106.982 | 42.983 | 51.816 | -78 | -75 | -86 | -100 | -79 | -81 | -85 | -79 |
| K | 1723008244.142 | 16.132 | 60.181 | 51.816 | -81 | -74 | -74 | -75 | -70 | -81 | -72 | -77 |
| L | 1723008369.155 | 99.340 | 88.540 | 51.816 | -81 | -86 | -74 | -68 | -84 | -74 | -81 | -64 |
| M | 1723007994.162 | 66.227 | 84.240 | 51.816 | -70 | -72 | -100 | -83 | -76 | -71 | -81 | -67 |
| N | 1723008336.146 | 20.377 | 46.247 | 51.816 | -82 | -78 | -79 | -80 | -78 | -79 | -68 | -73 |
| O | 1723008417.140 | 102.737 | 0.425 | 51.816 | -76 | -72 | -85 | -88 | -73 | -70 | -82 | -74 |
| P | 1723008356.169 | 34.812 | 85.262 | 51.816 | -82 | -88 | -73 | -69 | -85 | -80 | -78 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008392.148
- **Target RSSI fingerprint:** [-87, -86, -75, -70, -82, -74, -84, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
151.98213561393652,
36.59970283508301,
51.816
] | 16 |
19,984 | **[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 | 1731999986.221 | 22.925 | 132.239 | 42.672 | -92 | -87 | -82 | -86 | -91 | -87 | -92 | -84 |
| B | 1731999728.221 | 130.756 | 126.268 | 42.672 | -89 | -100 | -100 | -91 | -88 | -83 | -82 | -70 |
| C | 1731999968.249 | 71.321 | 76.464 | 42.672 | -80 | -80 | -100 | -78 | -83 | -83 | -74 | -81 |
| D | 1731999748.230 | 101.888 | 87.173 | 42.672 | -79 | -77 | -70 | -74 | -63 | -75 | -73 | -65 |
| E | 1731999753.226 | 83.208 | 71.766 | 42.672 | -86 | -80 | -86 | -77 | -69 | -80 | -73 | -85 |
| F | 1731999969.234 | 66.227 | 80.671 | 42.672 | -81 | -85 | -100 | -89 | -88 | -86 | -72 | -82 |
| G | 1731999626.215 | 95.095 | 101.067 | 42.672 | -89 | -82 | -86 | -82 | -90 | -83 | -86 | -89 |
| H | 1731999561.231 | 57.736 | 94.193 | 42.672 | -85 | -87 | -100 | -83 | -85 | -77 | -73 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731999662.228
- **Target RSSI fingerprint:** [-92, -88, -74, -91, -89, -78, -90, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
75.56657023808799,
185.85164546966553,
42.672000000000004
] | 8 |
9,730 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731994637.227 | 90.001 | 37.608 | 51.816 | -84 | -83 | -79 | -76 | -75 | -68 | -70 | -72 |
| B | 1731994348.243 | 78.114 | 115.797 | 51.816 | -97 | -87 | -90 | -74 | -91 | -80 | -74 | -86 |
| C | 1731994297.219 | 33.963 | 95.613 | 51.816 | -95 | -86 | -77 | -73 | -78 | -75 | -69 | -64 |
| D | 1731994608.232 | 83.208 | 96.502 | 51.816 | -98 | -94 | -89 | -90 | -84 | -77 | -83 | -78 |
| E | 1731994441.225 | 92.548 | 38.895 | 51.816 | -94 | -91 | -81 | -80 | -71 | -68 | -72 | -76 |
| F | 1731994295.221 | 32.264 | 95.029 | 51.816 | -86 | -89 | -77 | -82 | -88 | -69 | -79 | -87 |
| G | 1731994320.209 | 99.340 | 50.865 | 51.816 | -87 | -88 | -85 | -87 | -84 | -86 | -83 | -74 |
| H | 1731994498.217 | 38.208 | 72.416 | 51.816 | -96 | -99 | -77 | -81 | -79 | -87 | -72 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994178.241
- **Target RSSI fingerprint:** [-82, -92, -95, -101, -98, -105, -104, -94]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
63.679694447592645,
9.621024131774902,
51.816
] | 8 |
33,452 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724127201.145 | 20.378 | 79.927 | 42.672 | -82 | -86 | -82 | -100 | -100 | -69 | -79 | -65 |
| B | 1724126357.134 | 3.396 | 120.455 | 42.672 | -103 | -104 | -94 | -100 | -101 | -91 | -102 | -85 |
| C | 1724126764.163 | 91.701 | 54.050 | 42.672 | -84 | -100 | -100 | -79 | -72 | -85 | -85 | -81 |
| D | 1724126689.138 | 123.117 | 36.241 | 42.672 | -100 | -85 | -77 | -74 | -72 | -100 | -79 | -90 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724127198.164
- **Target RSSI fingerprint:** [-82, -89, -90, -100, -100, -70, -82, -64]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
26.32166623622585,
66.03340148925781,
42.672000000000004
] | 4 |
9,509 | **[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 | 1731999926.215 | 124.812 | 160.917 | 42.672 | -100 | -90 | -88 | -88 | -92 | -83 | -88 | -88 |
| B | 1731999994.218 | 47.548 | 157.533 | 42.672 | -89 | -83 | -88 | -85 | -81 | -92 | -79 | -85 |
| C | 1731999768.208 | 52.642 | 98.917 | 42.672 | -81 | -85 | -84 | -91 | -80 | -83 | -71 | -77 |
| D | 1731999950.245 | 112.925 | 95.719 | 42.672 | -82 | -84 | -100 | -69 | -76 | -100 | -74 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731999583.242
- **Target RSSI fingerprint:** [-89, -79, -81, -84, -78, -84, -75, -84]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
21.226564673620224,
138.80815505981445,
42.672000000000004
] | 4 |
14,846 | **[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 | 1722828767.146 | 12.736 | 49.392 | 42.672 | -84 | -75 | -88 | -83 | -82 | -89 | -74 | -79 |
| B | 1722828616.143 | 123.114 | 66.909 | 42.672 | -88 | -86 | -73 | -84 | -79 | -75 | -77 | -74 |
| C | 1722828813.144 | 129.058 | 63.884 | 42.672 | -86 | -84 | -73 | -79 | -77 | -74 | -75 | -69 |
| D | 1722828879.192 | 42.453 | 81.799 | 42.672 | -88 | -79 | -80 | -85 | -84 | -86 | -77 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828682.146
- **Target RSSI fingerprint:** [-88, -78, -83, -87, -82, -85, -77, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
40.75500297365854,
85.84607601165771,
42.672000000000004
] | 4 |
22,944 | **[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 | 1725939309.141 | 33.963 | 16.017 | 42.672 | -85 | -85 | -74 | -83 | -86 | -82 | -73 | -76 |
| B | 1725939405.163 | 23.774 | 61.575 | 42.672 | -73 | -75 | -73 | -68 | -66 | -79 | -74 | -68 |
| C | 1725939425.182 | 1.698 | 24.152 | 42.672 | -75 | -76 | -70 | -81 | -72 | -73 | -80 | -77 |
| D | 1725939533.158 | 10.189 | 65.688 | 42.672 | -72 | -68 | -74 | -66 | -55 | -75 | -66 | -67 |
| E | 1725939279.146 | 67.925 | 77.884 | 42.672 | -80 | -76 | -100 | -73 | -83 | -72 | -77 | -64 |
| F | 1725939242.150 | 65.378 | 15.394 | 42.672 | -78 | -82 | -74 | -81 | -85 | -72 | -75 | -85 |
| G | 1725939873.156 | 96.794 | 7.073 | 42.672 | -75 | -73 | -74 | -80 | -84 | -70 | -74 | -83 |
| H | 1725939899.144 | 53.491 | 12.142 | 42.672 | -77 | -79 | -66 | -81 | -69 | -78 | -84 | -79 |
| I | 1725939476.156 | 89.152 | 60.354 | 42.672 | -69 | -74 | -100 | -79 | -78 | -68 | -73 | -68 |
| J | 1725939774.134 | 61.982 | 84.055 | 42.672 | -87 | -83 | -79 | -81 | -85 | -83 | -79 | -67 |
| K | 1725939817.143 | 9.340 | 66.657 | 42.672 | -76 | -63 | -73 | -66 | -68 | -80 | -74 | -64 |
| L | 1725939343.170 | 20.378 | 119.778 | 42.672 | -75 | -69 | -100 | -71 | -65 | -81 | -68 | -67 |
| M | 1725939622.168 | 2.547 | 40.979 | 42.672 | -81 | -85 | -74 | -79 | -79 | -82 | -78 | -68 |
| N | 1725939268.137 | 103.586 | 46.977 | 42.672 | -71 | -77 | -75 | -75 | -81 | -71 | -77 | -73 |
| O | 1725939360.165 | 62.831 | 86.085 | 42.672 | -86 | -83 | -76 | -79 | -83 | -83 | -74 | -66 |
| P | 1725939849.150 | 49.246 | 17.172 | 42.672 | -66 | -79 | -58 | -74 | -77 | -64 | -68 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939713.156
- **Target RSSI fingerprint:** [-86, -82, -66, -83, -83, -80, -74, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
35.660856874482285,
13.708300590515137,
42.672000000000004
] | 16 |
16,421 | **[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 | 1723003132.164 | 20.377 | 27.735 | 51.816 | -78 | -83 | -87 | -72 | -66 | -73 | -69 | -75 |
| B | 1723002933.155 | 78.963 | 11.227 | 51.816 | -79 | -78 | -79 | -77 | -80 | -85 | -69 | -66 |
| C | 1723002916.249 | 25.472 | 11.187 | 51.816 | -74 | -82 | -85 | -76 | -71 | -72 | -72 | -80 |
| D | 1723003266.148 | 129.057 | 43.301 | 51.816 | -85 | -79 | -79 | -88 | -100 | -79 | -71 | -64 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723002994.141
- **Target RSSI fingerprint:** [-74, -80, -88, -70, -72, -76, -89, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
10.188746597021074,
47.52122402191162,
51.816
] | 4 |
23,796 | **[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 | 1725939860.148 | 78.114 | 9.568 | 42.672 | -83 | -83 | -70 | -78 | -73 | -67 | -75 | -84 |
| B | 1725939840.130 | 10.189 | 25.519 | 42.672 | -72 | -77 | -74 | -74 | -77 | -73 | -73 | -83 |
| C | 1725939870.144 | 98.492 | 6.184 | 42.672 | -84 | -75 | -100 | -70 | -73 | -68 | -63 | -73 |
| D | 1725939438.157 | 43.302 | 17.809 | 42.672 | -82 | -81 | -73 | -75 | -75 | -68 | -67 | -77 |
| E | 1725939776.151 | 69.624 | 75.986 | 42.672 | -85 | -80 | -88 | -77 | -76 | -75 | -76 | -66 |
| F | 1725939429.165 | 3.396 | 25.970 | 42.672 | -78 | -83 | -81 | -78 | -76 | -78 | -74 | -83 |
| G | 1725939295.135 | 55.189 | 36.109 | 42.672 | -83 | -72 | -71 | -77 | -78 | -79 | -78 | -59 |
| H | 1725939498.166 | 57.737 | 29.619 | 42.672 | -80 | -75 | -67 | -100 | -79 | -70 | -71 | -62 |
| I | 1725939743.142 | 11.887 | 80.445 | 42.672 | -58 | -73 | -74 | -71 | -72 | -70 | -71 | -65 |
| J | 1725939494.154 | 61.133 | 52.285 | 42.672 | -82 | -74 | -69 | -78 | -76 | -75 | -76 | -60 |
| K | 1725939328.142 | 6.793 | 53.082 | 42.672 | -57 | -73 | -73 | -66 | -64 | -67 | -71 | -70 |
| L | 1725939904.146 | 51.793 | 11.771 | 42.672 | -70 | -100 | -77 | -89 | -73 | -100 | -59 | -87 |
| M | 1725939639.141 | 33.963 | 16.309 | 42.672 | -75 | -69 | -69 | -69 | -70 | -61 | -64 | -74 |
| N | 1725939774.134 | 61.982 | 84.055 | 42.672 | -85 | -81 | -86 | -79 | -79 | -79 | -79 | -67 |
| O | 1725939808.168 | 49.246 | 50.135 | 42.672 | -100 | -75 | -73 | -74 | -74 | -76 | -73 | -66 |
| P | 1725939749.151 | 17.830 | 111.737 | 42.672 | -76 | -71 | -74 | -70 | -77 | -80 | -77 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939567.134
- **Target RSSI fingerprint:** [-85, -78, -84, -73, -77, -78, -78, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
81.51052999881665,
71.83255672454834,
42.672000000000004
] | 16 |
39,551 | **[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 | 1723689715.152 | 185.101 | 116.939 | 42.672 | -84 | -79 | -80 | -70 | -85 | -86 | -70 | -80 |
| B | 1723690270.155 | 12.736 | 72.881 | 42.672 | -100 | -100 | -88 | -85 | -83 | -88 | -77 | -85 |
| C | 1723690128.150 | 135.005 | 71.275 | 42.672 | -85 | -79 | -77 | -75 | -79 | -89 | -75 | -73 |
| D | 1723690123.152 | 153.685 | 87.903 | 42.672 | -90 | -78 | -79 | -84 | -76 | -89 | -77 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723689764.129
- **Target RSSI fingerprint:** [-86, -84, -84, -77, -100, -88, -82, -87]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
196.13884241575892,
87.91625499725342,
42.672000000000004
] | 4 |
33,901 | **[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 | 1724123503.143 | 50.945 | 66.896 | 60.960 | -80 | -77 | -81 | -73 | -79 | -78 | -77 | -66 |
| B | 1724123064.139 | 33.114 | 4.618 | 60.960 | -83 | -79 | -72 | -75 | -71 | -78 | -76 | -76 |
| C | 1724123694.150 | 5.095 | 54.501 | 60.960 | -89 | -100 | -100 | -95 | -89 | -97 | -100 | -86 |
| D | 1724123457.131 | 101.041 | 61.203 | 60.960 | -100 | -85 | -81 | -80 | -82 | -80 | -80 | -71 |
| E | 1724123558.140 | 51.794 | 64.905 | 60.960 | -75 | -85 | -80 | -100 | -79 | -78 | -81 | -63 |
| F | 1724123373.134 | 69.625 | 20.118 | 60.960 | -84 | -81 | -80 | -81 | -81 | -80 | -75 | -87 |
| G | 1724123344.142 | 97.645 | 77.990 | 60.960 | -100 | -80 | -73 | -78 | -81 | -77 | -76 | -72 |
| H | 1724123124.115 | 20.378 | 20.569 | 60.960 | -69 | -82 | -83 | -79 | -80 | -80 | -80 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123600.141
- **Target RSSI fingerprint:** [-81, -79, -80, -76, -76, -80, -80, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
23.774403488868707,
16.49507999420166,
60.96
] | 8 |
6,250 | **[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 | 1722833765.157 | 67.076 | 61.575 | 60.960 | -91 | -91 | -87 | -79 | -77 | -81 | -76 | -82 |
| B | 1722833632.168 | 13.585 | 46.566 | 60.960 | -88 | -86 | -84 | -92 | -74 | -84 | -78 | -83 |
| C | 1722833801.165 | 103.586 | 37.104 | 60.960 | -87 | -81 | -100 | -78 | -83 | -68 | -80 | -77 |
| D | 1722833501.158 | 115.473 | 77.605 | 60.960 | -86 | -86 | -83 | -88 | -81 | -79 | -76 | -70 |
| E | 1722833857.154 | 49.246 | 81.294 | 60.960 | -90 | -81 | -90 | -72 | -83 | -88 | -77 | -86 |
| F | 1722833807.153 | 78.114 | 15.327 | 60.960 | -100 | -81 | -84 | -79 | -82 | -85 | -79 | -79 |
| G | 1722833592.143 | 129.907 | 63.021 | 60.960 | -77 | -79 | -72 | -80 | -100 | -75 | -79 | -74 |
| H | 1722833920.164 | 48.397 | 98.201 | 60.960 | -90 | -84 | -88 | -86 | -81 | -81 | -85 | -88 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833839.148
- **Target RSSI fingerprint:** [-88, -97, -77, -85, -74, -86, -93, -85]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
5.094375336555009,
60.53946495056152,
60.96
] | 8 |
3,304 | **[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 | 1722833484.151 | 106.133 | 44.097 | 60.960 | -79 | -65 | -78 | -79 | -78 | -78 | -77 | -75 |
| B | 1722833611.135 | 76.416 | 14.491 | 60.960 | -88 | -100 | -83 | -79 | -85 | -84 | -81 | -83 |
| C | 1722833608.151 | 89.152 | 24.869 | 60.960 | -100 | -100 | -81 | -80 | -72 | -81 | -81 | -78 |
| D | 1722833641.149 | 2.547 | 57.912 | 60.960 | -100 | -76 | -98 | -80 | -86 | -82 | -87 | -93 |
| E | 1722833447.177 | 12.736 | 69.908 | 60.960 | -100 | -82 | -85 | -81 | -87 | -87 | -77 | -84 |
| F | 1722833841.160 | 11.887 | 67.759 | 60.960 | -88 | -83 | -89 | -86 | -89 | -87 | -76 | -88 |
| G | 1722833560.187 | 37.359 | 35.366 | 60.960 | -89 | -90 | -95 | -83 | -88 | -87 | -81 | -87 |
| H | 1722833893.168 | 121.416 | 72.085 | 60.960 | -100 | -84 | -86 | -92 | -84 | -71 | -81 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833979.156
- **Target RSSI fingerprint:** [-87, -86, -89, -81, -89, -82, -91, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
109.5290697359327,
85.04985332489014,
60.96
] | 8 |
5,395 | **[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 | 1722841002.147 | 130.756 | 111.299 | 60.960 | -85 | -90 | -81 | -71 | -79 | -76 | -72 | -77 |
| B | 1722840952.169 | 33.963 | 100.988 | 60.960 | -89 | -74 | -86 | -77 | -75 | -79 | -85 | -70 |
| C | 1722840969.179 | 73.019 | 119.128 | 60.960 | -83 | -77 | -82 | -85 | -79 | -73 | -71 | -71 |
| D | 1722840884.184 | 120.567 | 105.513 | 60.960 | -76 | -78 | -70 | -77 | -73 | -69 | -73 | -73 |
| E | 1722840799.173 | 19.528 | 25.705 | 60.960 | -85 | -70 | -100 | -80 | -81 | -78 | -79 | -78 |
| F | 1722841386.175 | 98.491 | 141.608 | 60.960 | -89 | -83 | -82 | -86 | -76 | -73 | -82 | -71 |
| G | 1722841200.149 | 137.548 | 116.899 | 60.960 | -79 | -90 | -84 | -76 | -75 | -79 | -73 | -72 |
| H | 1722840617.161 | 2.547 | 2.349 | 60.960 | -80 | -92 | -69 | -80 | -80 | -100 | -82 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722841068.158
- **Target RSSI fingerprint:** [-86, -75, -83, -77, -69, -68, -74, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
67.07594154504942,
133.8052225112915,
60.96
] | 8 |
20,998 | **[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 | 1722840828.163 | 28.868 | 104.119 | 60.960 | -81 | -78 | -83 | -76 | -83 | -72 | -82 | -67 |
| B | 1722840911.177 | 91.699 | 190.138 | 60.960 | -83 | -85 | -84 | -89 | -79 | -76 | -75 | -73 |
| C | 1722840795.199 | 2.547 | 13.151 | 60.960 | -92 | -80 | -84 | -80 | -79 | -84 | -85 | -80 |
| D | 1722841371.174 | 44.151 | 94.180 | 60.960 | -81 | -73 | -83 | -76 | -85 | -80 | -76 | -72 |
| E | 1722841126.183 | 80.661 | 184.949 | 60.960 | -87 | -80 | -78 | -88 | -75 | -81 | -75 | -76 |
| F | 1722841292.160 | 107.831 | 95.666 | 60.960 | -85 | -84 | -81 | -83 | -76 | -79 | -73 | -79 |
| G | 1722841397.149 | 117.171 | 149.557 | 60.960 | -79 | -77 | -70 | -92 | -72 | -73 | -83 | -67 |
| H | 1722841114.175 | 99.340 | 178.739 | 60.960 | -79 | -84 | -86 | -89 | -78 | -80 | -74 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722841251.155
- **Target RSSI fingerprint:** [-76, -83, -79, -76, -78, -72, -77, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
11.886875716844202,
127.50179290771484,
60.96
] | 8 |
20,986 | **[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 | 1722999917.135 | 64.529 | 95.573 | 42.672 | -82 | -85 | -86 | -86 | -80 | -87 | -68 | -80 |
| B | 1722999689.161 | 51.793 | 92.786 | 42.672 | -81 | -84 | -86 | -82 | -82 | -87 | -68 | -81 |
| C | 1723000063.139 | 132.454 | 16.216 | 42.672 | -82 | -74 | -73 | -69 | -80 | -68 | -72 | -82 |
| D | 1722999536.154 | 72.170 | 56.996 | 42.672 | -84 | -87 | -87 | -80 | -80 | -77 | -70 | -69 |
| E | 1722999698.142 | 96.793 | 95.441 | 42.672 | -81 | -92 | -75 | -88 | -81 | -89 | -67 | -68 |
| F | 1722999894.135 | 6.792 | 65.038 | 42.672 | -93 | -90 | -90 | -95 | -91 | -92 | -83 | -76 |
| G | 1722999592.142 | 28.019 | 11.837 | 42.672 | -82 | -80 | -100 | -84 | -71 | -82 | -68 | -73 |
| H | 1723000109.148 | 12.736 | 46.579 | 42.672 | -90 | -86 | -81 | -85 | -85 | -79 | -86 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999515.140
- **Target RSSI fingerprint:** [-89, -74, -84, -83, -88, -80, -82, -87]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
107.83090293143772,
12.699751853942871,
42.672000000000004
] | 8 |
37,762 | **[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 | 1724128704.142 | 29.718 | 56.028 | 51.816 | -100 | -78 | -80 | -65 | -75 | -100 | -81 | -70 |
| B | 1724128529.127 | 41.605 | 37.821 | 51.816 | -100 | -79 | -85 | -82 | -84 | -79 | -75 | -68 |
| C | 1724128816.130 | 78.116 | 75.217 | 51.816 | -77 | -80 | -84 | -79 | -84 | -66 | -79 | -71 |
| D | 1724128696.128 | 60.285 | 71.713 | 51.816 | -100 | -83 | -78 | -65 | -80 | -100 | -80 | -70 |
| E | 1724128834.158 | 102.739 | 25.545 | 51.816 | -81 | -100 | -81 | -100 | -90 | -75 | -82 | -74 |
| F | 1724128562.155 | 130.759 | 67.798 | 51.816 | -100 | -79 | -83 | -100 | -82 | -72 | -79 | -69 |
| G | 1724128658.161 | 134.156 | 40.806 | 51.816 | -83 | -80 | -80 | -87 | -80 | -77 | -80 | -79 |
| H | 1724128466.170 | 94.249 | 20.383 | 51.816 | -100 | -100 | -81 | -100 | -88 | -88 | -77 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128642.147
- **Target RSSI fingerprint:** [-74, -100, -82, -77, -85, -63, -75, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
90.8522024125145,
33.52097511291504,
51.816
] | 8 |
397 | **[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 | 1731994464.237 | 28.019 | 39.745 | 51.816 | -74 | -82 | -81 | -71 | -87 | -80 | -76 | -74 |
| B | 1731994309.236 | 74.718 | 59.266 | 51.816 | -88 | -78 | -91 | -79 | -77 | -71 | -65 | -75 |
| C | 1731994337.229 | 116.322 | 73.677 | 51.816 | -94 | -88 | -89 | -78 | -85 | -78 | -78 | -72 |
| D | 1731994333.210 | 122.265 | 69.696 | 51.816 | -96 | -84 | -91 | -84 | -85 | -88 | -77 | -82 |
| E | 1731994930.222 | 67.925 | 3.716 | 51.816 | -80 | -98 | -76 | -90 | -99 | -95 | -93 | -95 |
| F | 1731994468.224 | 11.887 | 50.215 | 51.816 | -77 | -82 | -77 | -82 | -87 | -86 | -78 | -83 |
| G | 1731994415.223 | 94.246 | 99.050 | 51.816 | -87 | -87 | -79 | -84 | -85 | -75 | -75 | -73 |
| H | 1731994744.199 | 75.567 | 123.016 | 51.816 | -87 | -91 | -94 | -84 | -73 | -82 | -83 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994386.247
- **Target RSSI fingerprint:** [-92, -76, -90, -84, -87, -66, -71, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
12.735938889518529,
57.60671138763428,
51.816
] | 8 |
20,023 | **[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 | 1723004410.134 | 67.925 | 80.790 | 60.960 | -86 | -84 | -100 | -76 | -75 | -81 | -77 | -70 |
| B | 1723004533.151 | 6.792 | 62.729 | 60.960 | -74 | -89 | -79 | -88 | -86 | -75 | -79 | -81 |
| C | 1723004682.156 | 43.302 | 11.200 | 60.960 | -73 | -79 | -82 | -81 | -83 | -74 | -73 | -59 |
| D | 1723004620.143 | 73.019 | 43.102 | 60.960 | -89 | -82 | -83 | -84 | -81 | -85 | -77 | -74 |
| E | 1723004507.141 | 92.548 | 46.606 | 60.960 | -84 | -86 | -77 | -74 | -78 | -76 | -83 | -65 |
| F | 1723004952.131 | 54.340 | 44.854 | 60.960 | -85 | -69 | -75 | -77 | -69 | -84 | -89 | -69 |
| G | 1723004341.155 | 101.038 | 50.268 | 60.960 | -76 | -82 | -73 | -79 | -79 | -69 | -71 | -100 |
| H | 1723005022.149 | 105.284 | 50.958 | 60.960 | -84 | -81 | -100 | -84 | -86 | -79 | -72 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004559.156
- **Target RSSI fingerprint:** [-81, -83, -84, -80, -78, -73, -68, -100]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
83.20809708499927,
93.72868061065674,
60.96
] | 8 |
26,464 | **[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 | 1725937604.138 | 95.096 | 19.813 | 30.480 | -85 | -83 | -86 | -77 | -85 | -61 | -80 | -76 |
| B | 1725937955.157 | 106.134 | 44.947 | 30.480 | -80 | -78 | -81 | -77 | -75 | -64 | -70 | -79 |
| C | 1725938103.151 | 41.604 | 9.953 | 30.480 | -84 | -82 | -85 | -76 | -80 | -86 | -76 | -76 |
| D | 1725937709.151 | 58.586 | 89.814 | 30.480 | -69 | -72 | -71 | -68 | -68 | -69 | -63 | -67 |
| E | 1725938225.149 | 4.245 | 50.600 | 30.480 | -80 | -81 | -76 | -72 | -71 | -70 | -65 | -60 |
| F | 1725938213.142 | 22.925 | 57.620 | 30.480 | -63 | -64 | -64 | -69 | -62 | -62 | -58 | -58 |
| G | 1725938153.160 | 35.661 | 110.078 | 30.480 | -80 | -82 | -79 | -100 | -72 | -74 | -61 | -64 |
| H | 1725937637.158 | 56.888 | 48.331 | 30.480 | -80 | -82 | -85 | -78 | -82 | -62 | -75 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725938161.160
- **Target RSSI fingerprint:** [-75, -79, -75, -69, -83, -63, -79, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
65.37823650586195,
84.16073799133301,
30.48
] | 8 |
39,982 | **[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 | 1723689727.173 | 140.099 | 77.127 | 42.672 | -88 | -76 | -79 | -78 | -77 | -90 | -73 | -75 |
| B | 1723690002.136 | 188.497 | 34.397 | 42.672 | -88 | -100 | -100 | -83 | -86 | -87 | -74 | -82 |
| C | 1723689627.148 | 134.156 | 49.618 | 42.672 | -85 | -75 | -72 | -76 | -76 | -82 | -66 | -70 |
| D | 1723689721.161 | 162.175 | 97.046 | 42.672 | -87 | -76 | -82 | -85 | -80 | -87 | -87 | -78 |
| E | 1723689330.132 | 8.491 | 69.815 | 42.672 | -96 | -90 | -96 | -100 | -100 | -94 | -100 | -95 |
| F | 1723689962.153 | 185.950 | 81.069 | 42.672 | -82 | -82 | -79 | -83 | -86 | -81 | -81 | -84 |
| G | 1723689630.136 | 126.514 | 61.415 | 42.672 | -87 | -70 | -68 | -76 | -75 | -83 | -66 | -69 |
| H | 1723690073.131 | 198.686 | 51.887 | 42.672 | -100 | -100 | -100 | -85 | -78 | -75 | -86 | -82 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723689821.162
- **Target RSSI fingerprint:** [-86, -100, -100, -85, -90, -87, -72, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
148.5900321331507,
19.746322631835938,
42.672000000000004
] | 8 |
21,278 | **[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 | 1722833712.158 | 74.718 | 120.336 | 60.960 | -75 | -81 | -79 | -77 | -80 | -81 | -83 | -80 |
| B | 1722833797.154 | 120.567 | 52.073 | 60.960 | -76 | -79 | -79 | -70 | -83 | -76 | -77 | -72 |
| C | 1722833491.155 | 127.359 | 63.034 | 60.960 | -76 | -76 | -82 | -100 | -80 | -76 | -65 | -75 |
| D | 1722833786.154 | 123.963 | 73.266 | 60.960 | -86 | -81 | -83 | -87 | -88 | -80 | -84 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833871.179
- **Target RSSI fingerprint:** [-83, -85, -78, -84, -84, -83, -77, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
100.18938161891518,
36.679325103759766,
60.96
] | 4 |
34,301 | **[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 | 1724123146.128 | 33.963 | 58.854 | 60.960 | -79 | -79 | -82 | -69 | -77 | -80 | -79 | -67 |
| B | 1724123486.126 | 11.887 | 36.228 | 60.960 | -79 | -78 | -76 | -100 | -75 | -76 | -68 | -70 |
| C | 1724123082.119 | 89.154 | 33.640 | 60.960 | -82 | -84 | -82 | -72 | -85 | -77 | -80 | -66 |
| D | 1724123601.152 | 22.076 | 21.126 | 60.960 | -75 | -78 | -79 | -83 | -82 | -78 | -74 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123571.136
- **Target RSSI fingerprint:** [-80, -81, -82, -70, -73, -77, -82, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
20.378060133316033,
51.72793388366699,
60.96
] | 4 |
29,804 | **[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 | 1724128507.142 | 88.305 | 85.169 | 51.816 | -69 | -79 | -81 | -82 | -65 | -81 | -63 | -70 |
| B | 1724128988.138 | 11.887 | 100.218 | 51.816 | -84 | -79 | -82 | -80 | -77 | -81 | -67 | -77 |
| C | 1724128973.125 | 40.756 | 31.424 | 51.816 | -100 | -77 | -100 | -84 | -78 | -84 | -65 | -84 |
| D | 1724128777.128 | 54.342 | 2.203 | 51.816 | -100 | -81 | -86 | -84 | -77 | -83 | -63 | -83 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128834.158
- **Target RSSI fingerprint:** [-100, -100, -100, -81, -90, -82, -100, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
102.73940646648836,
25.545477867126465,
51.816
] | 4 |
25,922 | **[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 | 1725942919.149 | 64.529 | 13.974 | 60.960 | -84 | -78 | -75 | -72 | -76 | -75 | -70 | -77 |
| B | 1725943113.155 | 35.661 | 13.323 | 60.960 | -85 | -80 | -75 | -73 | -78 | -74 | -71 | -74 |
| C | 1725943065.154 | 97.643 | 20.450 | 60.960 | -84 | -77 | -70 | -75 | -77 | -77 | -77 | -78 |
| D | 1725943335.144 | 100.190 | 8.865 | 60.960 | -83 | -78 | -79 | -78 | -74 | -79 | -81 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943187.172
- **Target RSSI fingerprint:** [-83, -78, -77, -69, -75, -75, -75, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
28.019243742362963,
13.23056697845459,
60.96
] | 4 |
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