id int64 0 45k | prompt stringlengths 1.45k 2.69k | ground_truth listlengths 3 3 | known_count int64 4 16 |
|---|---|---|---|
29,529 | **[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 | 1724128988.138 | 11.887 | 100.218 | 51.816 | -88 | -79 | -82 | -80 | -77 | -81 | -67 | -77 |
| B | 1724128867.142 | 114.627 | 95.932 | 51.816 | -85 | -79 | -84 | -81 | -83 | -82 | -84 | -83 |
| C | 1724128685.150 | 110.381 | 96.277 | 51.816 | -87 | -79 | -78 | -82 | -67 | -75 | -75 | -75 |
| D | 1724128669.135 | 135.854 | 60.234 | 51.816 | -85 | -70 | -76 | -73 | -83 | -76 | -77 | -66 |
| E | 1724128576.139 | 131.608 | 38.444 | 51.816 | -73 | -79 | -80 | -81 | -65 | -79 | -81 | -71 |
| F | 1724128774.144 | 62.832 | 6.489 | 51.816 | -88 | -75 | -84 | -83 | -81 | -81 | -63 | -82 |
| G | 1724128740.150 | 125.665 | 69.550 | 51.816 | -85 | -100 | -75 | -76 | -77 | -78 | -76 | -66 |
| H | 1724128544.134 | 75.569 | 44.695 | 51.816 | -83 | -82 | -80 | -77 | -84 | -77 | -66 | -78 |
| I | 1724128623.130 | 55.191 | 70.386 | 51.816 | -87 | -89 | -82 | -80 | -90 | -83 | -68 | -82 |
| J | 1724128845.134 | 143.496 | 45.159 | 51.816 | -85 | -100 | -78 | -75 | -80 | -70 | -100 | -68 |
| K | 1724128597.126 | 54.342 | 1.659 | 51.816 | -88 | -79 | -84 | -75 | -79 | -82 | -77 | -79 |
| L | 1724128930.143 | 130.759 | 68.608 | 51.816 | -100 | -80 | -81 | -100 | -73 | -71 | -100 | -69 |
| M | 1724128434.171 | 31.416 | 55.762 | 51.816 | -82 | -83 | -77 | -82 | -84 | -78 | -73 | -80 |
| N | 1724128399.136 | 33.963 | 45.969 | 51.816 | -100 | -81 | -100 | -100 | -100 | -70 | -81 | -57 |
| O | 1724128825.129 | 93.399 | 34.967 | 51.816 | -74 | -100 | -100 | -85 | -84 | -78 | -77 | -66 |
| P | 1724128441.128 | 63.681 | 72.045 | 51.816 | -82 | -80 | -82 | -76 | -80 | -79 | -68 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128593.133
- **Target RSSI fingerprint:** [-85, -79, -84, -82, -72, -82, -63, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
55.190590250592926,
1.7649602890014648,
51.816
] | 16 |
17,694 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722833627.151 | 33.113 | 30.694 | 60.960 | -89 | -86 | -96 | -90 | -87 | -78 | -79 | -75 |
| B | 1722833728.163 | 31.415 | 84.851 | 60.960 | -91 | -85 | -86 | -87 | -79 | -86 | -84 | -79 |
| C | 1722833928.171 | 16.132 | 71.939 | 60.960 | -83 | -83 | -84 | -91 | -80 | -83 | -83 | -77 |
| D | 1722833405.164 | 61.982 | 7.206 | 60.960 | -85 | -100 | -87 | -96 | -89 | -79 | -83 | -84 |
| E | 1722833447.177 | 12.736 | 69.908 | 60.960 | -84 | -82 | -85 | -81 | -87 | -87 | -84 | -77 |
| F | 1722833900.168 | 99.340 | 94.167 | 60.960 | -86 | -89 | -84 | -90 | -89 | -80 | -76 | -83 |
| G | 1722833531.139 | 28.868 | 83.776 | 60.960 | -90 | -84 | -84 | -84 | -81 | -84 | -83 | -78 |
| H | 1722833578.175 | 101.888 | 91.552 | 60.960 | -84 | -78 | -81 | -79 | -80 | -80 | -73 | -79 |
| I | 1722833703.155 | 100.189 | 92.229 | 60.960 | -91 | -85 | -85 | -89 | -84 | -77 | -75 | -82 |
| J | 1722833563.165 | 48.397 | 44.721 | 60.960 | -81 | -88 | -92 | -79 | -87 | -88 | -78 | -77 |
| K | 1722833803.173 | 95.095 | 29.965 | 60.960 | -88 | -100 | -82 | -79 | -70 | -77 | -78 | -84 |
| L | 1722833636.160 | 1.698 | 56.120 | 60.960 | -90 | -77 | -85 | -85 | -85 | -82 | -81 | -80 |
| M | 1722833476.146 | 96.793 | 38.245 | 60.960 | -88 | -84 | -83 | -78 | -85 | -82 | -81 | -84 |
| N | 1722833921.157 | 44.151 | 95.096 | 60.960 | -91 | -87 | -82 | -87 | -78 | -85 | -83 | -77 |
| O | 1722833661.175 | 53.491 | 78.906 | 60.960 | -85 | -91 | -82 | -72 | -88 | -85 | -76 | -82 |
| P | 1722833830.135 | 11.038 | 50.029 | 60.960 | -89 | -83 | -85 | -94 | -83 | -83 | -77 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833710.135
- **Target RSSI fingerprint:** [-92, -86, -81, -78, -78, -87, -84, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
77.26469260441763,
117.4030351638794,
60.96
] | 16 |
20,029 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723006337.169 | 30.566 | 82.091 | 42.672 | -100 | -75 | -82 | -75 | -70 | -80 | -72 | -65 |
| B | 1723006762.149 | 84.906 | 35.432 | 42.672 | -81 | -87 | -87 | -87 | -100 | -78 | -79 | -74 |
| C | 1723006671.147 | 19.528 | 46.234 | 42.672 | -85 | -73 | -76 | -76 | -78 | -89 | -80 | -72 |
| D | 1723006329.160 | 65.378 | 83.365 | 42.672 | -100 | -80 | -83 | -82 | -74 | -77 | -74 | -71 |
| E | 1723007044.143 | 207.171 | 4.618 | 42.672 | -94 | -100 | -96 | -99 | -100 | -90 | -92 | -107 |
| F | 1723006610.160 | 112.076 | 9.157 | 42.672 | -75 | -81 | -88 | -88 | -84 | -77 | -79 | -82 |
| G | 1723006023.158 | 200.379 | 0.504 | 42.672 | -96 | -100 | -81 | -93 | -82 | -92 | -68 | -100 |
| H | 1723006634.155 | 146.039 | 40.368 | 42.672 | -83 | -88 | -77 | -82 | -79 | -78 | -79 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006389.188
- **Target RSSI fingerprint:** [-70, -79, -86, -82, -86, -70, -77, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
130.755580906225,
8.015308380126953,
42.672000000000004
] | 8 |
44,404 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723691410.145 | 151.986 | 53.360 | 51.816 | -100 | -83 | -76 | -79 | -79 | -76 | -76 | -76 |
| B | 1723691537.152 | 213.970 | 77.353 | 51.816 | -82 | -87 | -85 | -82 | -80 | -78 | -76 | -79 |
| C | 1723691617.161 | 174.912 | 75.522 | 51.816 | -82 | -82 | -84 | -77 | -82 | -79 | -77 | -78 |
| D | 1723691399.144 | 136.703 | 46.221 | 51.816 | -77 | -80 | -68 | -100 | -77 | -78 | -78 | -78 |
| E | 1723691358.134 | 205.479 | 134.854 | 51.816 | -82 | -83 | -100 | -79 | -75 | -81 | -70 | -82 |
| F | 1723691894.255 | 69.625 | 41.377 | 51.816 | -84 | -77 | -64 | -76 | -77 | -77 | -73 | -77 |
| G | 1723691897.133 | 55.191 | 47.667 | 51.816 | -80 | -80 | -68 | -75 | -75 | -80 | -71 | -80 |
| H | 1723691243.152 | 36.511 | 67.241 | 51.816 | -100 | -82 | -70 | -74 | -75 | -82 | -79 | -82 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691380.168
- **Target RSSI fingerprint:** [-78, -87, -100, -80, -79, -87, -76, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
149.43912028732217,
90.29165267944336,
51.816
] | 8 |
20,140 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722833884.153 | 127.359 | 61.296 | 60.960 | -81 | -84 | -78 | -72 | -74 | -81 | -78 | -84 |
| B | 1722833831.131 | 7.642 | 52.962 | 60.960 | -83 | -92 | -86 | -74 | -82 | -81 | -78 | -77 |
| C | 1722833440.170 | 0.849 | 59.504 | 60.960 | -100 | -92 | -84 | -80 | -85 | -81 | -78 | -79 |
| D | 1722833622.144 | 54.340 | 13.350 | 60.960 | -100 | -86 | -85 | -85 | -74 | -79 | -83 | -76 |
| E | 1722833631.157 | 16.981 | 43.407 | 60.960 | -100 | -93 | -91 | -86 | -83 | -82 | -77 | -74 |
| F | 1722833710.135 | 77.265 | 117.403 | 60.960 | -87 | -78 | -81 | -86 | -87 | -78 | -84 | -81 |
| G | 1722833924.147 | 32.264 | 85.315 | 60.960 | -84 | -86 | -82 | -78 | -83 | -78 | -81 | -79 |
| H | 1722833920.164 | 48.397 | 98.201 | 60.960 | -84 | -86 | -84 | -88 | -88 | -81 | -85 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833805.173
- **Target RSSI fingerprint:** [-82, -78, -81, -100, -75, -71, -79, -82]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
86.60438072143515,
22.599453926086426,
60.96
] | 8 |
15,944 | **[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 | 1722833971.150 | 101.888 | 91.075 | 60.960 | -92 | -83 | -83 | -82 | -80 | -79 | -76 | -74 |
| B | 1722833919.156 | 51.793 | 101.147 | 60.960 | -84 | -83 | -80 | -81 | -81 | -87 | -83 | -86 |
| C | 1722833665.142 | 67.925 | 65.304 | 60.960 | -86 | -89 | -87 | -83 | -88 | -73 | -78 | -85 |
| D | 1722833927.156 | 20.378 | 75.376 | 60.960 | -88 | -85 | -81 | -78 | -86 | -90 | -82 | -86 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833674.163
- **Target RSSI fingerprint:** [-87, -83, -83, -83, -77, -76, -84, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
101.03844417500767,
36.546621322631836,
60.96
] | 4 |
5,219 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722841257.173 | 34.812 | 146.890 | 60.960 | -81 | -75 | -73 | -82 | -86 | -70 | -73 | -82 |
| B | 1722841028.190 | 55.189 | 77.924 | 60.960 | -80 | -86 | -78 | -79 | -75 | -82 | -77 | -73 |
| C | 1722841027.141 | 58.585 | 74.062 | 60.960 | -100 | -84 | -78 | -74 | -72 | -79 | -78 | -73 |
| D | 1722841428.191 | 68.774 | 59.982 | 60.960 | -81 | -81 | -75 | -82 | -69 | -74 | -74 | -83 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722840828.163
- **Target RSSI fingerprint:** [-83, -77, -76, -72, -78, -83, -82, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
28.868126740907346,
104.11938667297363,
60.96
] | 4 |
30,148 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723691469.142 | 154.534 | 1.407 | 51.816 | -81 | -100 | -83 | -84 | -79 | -75 | -74 | -72 |
| B | 1723691561.154 | 203.781 | 138.702 | 51.816 | -69 | -68 | -66 | -81 | -78 | -76 | -78 | -84 |
| C | 1723691370.136 | 186.799 | 122.884 | 51.816 | -78 | -76 | -78 | -86 | -80 | -81 | -78 | -79 |
| D | 1723691379.132 | 153.685 | 93.583 | 51.816 | -82 | -77 | -81 | -86 | -76 | -78 | -78 | -71 |
| E | 1723691558.139 | 207.177 | 132.903 | 51.816 | -72 | -70 | -67 | -77 | -80 | -76 | -77 | -80 |
| F | 1723691598.138 | 133.306 | 51.038 | 51.816 | -80 | -100 | -100 | -73 | -100 | -79 | -75 | -73 |
| G | 1723691538.143 | 217.366 | 80.923 | 51.816 | -80 | -76 | -71 | -76 | -82 | -80 | -80 | -83 |
| H | 1723691364.145 | 202.932 | 139.153 | 51.816 | -84 | -81 | -86 | -85 | -82 | -87 | -82 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691377.133
- **Target RSSI fingerprint:** [-82, -77, -82, -83, -76, -81, -77, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
161.32632303745007,
100.16481399536133,
51.816
] | 8 |
36,810 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723693456.133 | 202.932 | 52.710 | 60.960 | -78 | -82 | -77 | -84 | -76 | -76 | -77 | -78 |
| B | 1723693162.141 | 204.630 | 129.811 | 60.960 | -100 | -75 | -77 | -73 | -77 | -78 | -67 | -69 |
| C | 1723693125.170 | 184.252 | 48.835 | 60.960 | -76 | -83 | -80 | -77 | -80 | -73 | -80 | -78 |
| D | 1723693304.169 | 150.288 | 88.925 | 60.960 | -76 | -75 | -78 | -76 | -76 | -75 | -72 | -66 |
| E | 1723693281.147 | 136.703 | 19.269 | 60.960 | -100 | -100 | -74 | -78 | -70 | -78 | -73 | -64 |
| F | 1723693223.148 | 187.648 | 81.838 | 60.960 | -77 | -73 | -81 | -76 | -75 | -77 | -65 | -65 |
| G | 1723693549.145 | 225.857 | 82.383 | 60.960 | -75 | -71 | -77 | -79 | -76 | -75 | -69 | -73 |
| H | 1723693521.141 | 177.459 | 61.654 | 60.960 | -80 | -80 | -84 | -70 | -79 | -75 | -84 | -82 |
| I | 1723693143.154 | 224.159 | 76.331 | 60.960 | -78 | -69 | -72 | -79 | -73 | -76 | -62 | -68 |
| J | 1723693625.149 | 193.592 | 88.075 | 60.960 | -73 | -69 | -77 | -70 | -75 | -75 | -64 | -64 |
| K | 1723693108.152 | 160.477 | 98.028 | 60.960 | -79 | -78 | -78 | -81 | -74 | -80 | -73 | -68 |
| L | 1723693298.176 | 126.514 | 67.559 | 60.960 | -76 | -81 | -79 | -77 | -80 | -76 | -77 | -66 |
| M | 1723693660.153 | 184.252 | 37.714 | 60.960 | -78 | -85 | -77 | -84 | -76 | -75 | -84 | -83 |
| N | 1723693208.154 | 135.005 | 35.923 | 60.960 | -83 | -100 | -81 | -82 | -78 | -82 | -78 | -67 |
| O | 1723693236.169 | 217.366 | 105.208 | 60.960 | -82 | -82 | -83 | -82 | -78 | -82 | -86 | -84 |
| P | 1723693452.135 | 218.215 | 68.104 | 60.960 | -80 | -85 | -78 | -84 | -75 | -78 | -79 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693561.155
- **Target RSSI fingerprint:** [-100, -82, -77, -74, -100, -79, -67, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
203.78061244891887,
130.34165382385254,
60.96
] | 16 |
43,292 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724123588.123 | 27.171 | 8.082 | 60.960 | -82 | -83 | -78 | -74 | -78 | -75 | -79 | -76 |
| B | 1724123427.135 | 55.191 | 14.916 | 60.960 | -78 | -85 | -83 | -77 | -82 | -76 | -81 | -67 |
| C | 1724123523.147 | 104.438 | 64.905 | 60.960 | -100 | -78 | -75 | -78 | -79 | -82 | -73 | -70 |
| D | 1724123468.134 | 57.738 | 37.900 | 60.960 | -78 | -74 | -75 | -77 | -74 | -77 | -64 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123257.138
- **Target RSSI fingerprint:** [-87, -74, -83, -76, -76, -81, -76, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
84.9085838888168,
31.172118186950684,
60.96
] | 4 |
41,539 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724127070.147 | 130.759 | 63.578 | 42.672 | -100 | -100 | -84 | -72 | -84 | -82 | -89 | -80 |
| B | 1724126839.140 | 56.040 | 69.218 | 42.672 | -74 | -78 | -82 | -76 | -84 | -81 | -65 | -79 |
| C | 1724126727.144 | 65.380 | 71.288 | 42.672 | -73 | -76 | -100 | -79 | -84 | -80 | -63 | -81 |
| D | 1724126692.157 | 136.703 | 43.288 | 42.672 | -100 | -100 | -86 | -73 | -77 | -79 | -93 | -82 |
| E | 1724127016.147 | 30.567 | 56.930 | 42.672 | -86 | -77 | -100 | -83 | -76 | -78 | -71 | -79 |
| F | 1724126967.135 | 140.948 | 47.309 | 42.672 | -90 | -100 | -76 | -83 | -83 | -79 | -100 | -82 |
| G | 1724127135.131 | 102.739 | 58.655 | 42.672 | -92 | -90 | -87 | -80 | -85 | -81 | -91 | -80 |
| H | 1724126988.142 | 77.267 | 10.988 | 42.672 | -100 | -76 | -87 | -100 | -79 | -78 | -63 | -64 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724127114.148
- **Target RSSI fingerprint:** [-80, -83, -85, -100, -100, -68, -76, -53]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
41.605214373389245,
33.26883792877197,
42.672000000000004
] | 8 |
36,249 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723696542.157 | 34.813 | 16.442 | 42.672 | -72 | -77 | -81 | -100 | -82 | -81 | -78 | -72 |
| B | 1723696454.179 | 41.605 | 59.372 | 42.672 | -100 | -81 | -74 | -74 | -81 | -74 | -70 | -71 |
| C | 1723696510.155 | 71.323 | 48.450 | 42.672 | -100 | -100 | -75 | -68 | -70 | -63 | -70 | -70 |
| D | 1723696673.145 | 88.305 | 22.016 | 42.672 | -75 | -85 | -76 | -100 | -72 | -72 | -74 | -60 |
| E | 1723696417.158 | 95.947 | 53.891 | 42.672 | -77 | -82 | -79 | -80 | -82 | -77 | -82 | -67 |
| F | 1723696913.160 | 22.925 | 43.527 | 42.672 | -71 | -75 | -100 | -100 | -75 | -75 | -70 | -77 |
| G | 1723696791.145 | 23.774 | 36.666 | 42.672 | -80 | -80 | -76 | -71 | -76 | -68 | -70 | -67 |
| H | 1723696617.154 | 21.227 | 45.451 | 42.672 | -78 | -78 | -76 | -71 | -84 | -69 | -70 | -64 |
| I | 1723696479.142 | 115.476 | 66.989 | 42.672 | -100 | -71 | -77 | -76 | -69 | -78 | -68 | -100 |
| J | 1723696815.134 | 85.758 | 83.404 | 42.672 | -100 | -81 | -83 | -74 | -72 | -74 | -68 | -74 |
| K | 1723696895.153 | 36.511 | 7.684 | 42.672 | -71 | -78 | -83 | -83 | -84 | -100 | -83 | -82 |
| L | 1723696865.151 | 61.134 | 63.764 | 42.672 | -76 | -78 | -78 | -71 | -75 | -69 | -69 | -63 |
| M | 1723696406.147 | 116.325 | 56.532 | 42.672 | -80 | -88 | -76 | -69 | -83 | -71 | -77 | -79 |
| N | 1723696392.136 | 105.287 | 31.875 | 42.672 | -80 | -83 | -77 | -73 | -68 | -81 | -71 | -82 |
| O | 1723696597.133 | 67.927 | 41.948 | 42.672 | -79 | -84 | -77 | -79 | -88 | -78 | -81 | -62 |
| P | 1723696888.161 | 21.227 | 40.740 | 42.672 | -71 | -75 | -79 | -82 | -77 | -75 | -72 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696558.144
- **Target RSSI fingerprint:** [-78, -83, -100, -73, -71, -69, -74, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
64.53052389557672,
15.15477180480957,
42.672000000000004
] | 16 |
11,597 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722999853.155 | 137.548 | 53.811 | 42.672 | -77 | -83 | -85 | -86 | -80 | -75 | -71 | -78 |
| B | 1722999538.155 | 70.472 | 66.777 | 42.672 | -87 | -81 | -75 | -92 | -87 | -82 | -71 | -70 |
| C | 1723000265.152 | 73.019 | 2.521 | 42.672 | -93 | -100 | -97 | -100 | -95 | -93 | -92 | -89 |
| D | 1723000077.144 | 136.699 | 48.755 | 42.672 | -74 | -81 | -85 | -85 | -81 | -76 | -70 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999576.135
- **Target RSSI fingerprint:** [-100, -74, -89, -81, -81, -79, -69, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
10.188746733679155,
52.03315258026123,
42.672000000000004
] | 4 |
6,728 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723010462.191 | 142.642 | 76.225 | 60.960 | -78 | -70 | -86 | -85 | -82 | -83 | -77 | -78 |
| B | 1723010309.163 | 5.943 | 81.971 | 60.960 | -100 | -100 | -84 | -80 | -75 | -82 | -79 | -71 |
| C | 1723010445.143 | 100.189 | 86.722 | 60.960 | -76 | -71 | -83 | -86 | -86 | -80 | -73 | -84 |
| D | 1723009984.157 | 36.510 | 84.784 | 60.960 | -75 | -71 | -86 | -89 | -81 | -77 | -84 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010181.137
- **Target RSSI fingerprint:** [-82, -90, -89, -84, -81, -67, -65, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
27.169990879498805,
41.3372278213501,
60.96
] | 4 |
5,249 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723009862.170 | 0.849 | 81.679 | 60.960 | -83 | -100 | -73 | -81 | -66 | -83 | -77 | -72 |
| B | 1723010573.167 | 196.133 | 0.000 | 60.960 | -88 | -98 | -95 | -83 | -100 | -81 | -85 | -82 |
| C | 1723009774.139 | 148.586 | 73.491 | 60.960 | -85 | -82 | -85 | -77 | -74 | -77 | -79 | -85 |
| D | 1723010443.164 | 90.850 | 86.496 | 60.960 | -83 | -71 | -83 | -85 | -81 | -85 | -84 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010572.147
- **Target RSSI fingerprint:** [-99, -93, -104, -95, -100, -88, -101, -102]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
196.133371661382,
0.45119285583496094,
60.96
] | 4 |
27,660 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725943239.154 | 73.020 | 69.457 | 60.960 | -77 | -80 | -68 | -78 | -76 | -77 | -78 | -67 |
| B | 1725943234.159 | 54.340 | 85.169 | 60.960 | -73 | -80 | -68 | -81 | -74 | -74 | -79 | -69 |
| C | 1725943488.151 | 8.491 | 63.525 | 60.960 | -81 | -74 | -79 | -76 | -75 | -75 | -66 | -68 |
| D | 1725943401.165 | 1.698 | 23.170 | 60.960 | -73 | -76 | -73 | -75 | -73 | -74 | -70 | -76 |
| E | 1725942925.172 | 94.247 | 6.317 | 60.960 | -83 | -72 | -85 | -70 | -72 | -71 | -65 | -83 |
| F | 1725943499.158 | 3.396 | 36.042 | 60.960 | -72 | -78 | -68 | -75 | -74 | -75 | -77 | -68 |
| G | 1725943040.158 | 75.567 | 70.346 | 60.960 | -73 | -79 | -65 | -81 | -75 | -79 | -82 | -66 |
| H | 1725943523.164 | 73.020 | 8.334 | 60.960 | -78 | -75 | -83 | -73 | -80 | -75 | -74 | -71 |
| I | 1725943469.166 | 89.152 | 26.249 | 60.960 | -76 | -75 | -78 | -75 | -75 | -77 | -73 | -78 |
| J | 1725943542.154 | 70.473 | 8.029 | 60.960 | -83 | -77 | -84 | -75 | -76 | -76 | -76 | -67 |
| K | 1725943190.149 | 13.585 | 14.876 | 60.960 | -74 | -77 | -76 | -76 | -74 | -72 | -72 | -74 |
| L | 1725943122.153 | 81.511 | 4.538 | 60.960 | -76 | -73 | -81 | -69 | -78 | -72 | -75 | -69 |
| M | 1725943272.157 | 65.378 | 33.853 | 60.960 | -71 | -76 | -72 | -71 | -73 | -74 | -73 | -69 |
| N | 1725942901.198 | 33.963 | 21.591 | 60.960 | -100 | -73 | -100 | -74 | -77 | -66 | -64 | -100 |
| O | 1725943009.171 | 10.189 | 72.350 | 60.960 | -75 | -80 | -72 | -78 | -73 | -78 | -78 | -74 |
| P | 1725943338.160 | 103.586 | 23.276 | 60.960 | -75 | -79 | -76 | -77 | -73 | -73 | -78 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943007.172
- **Target RSSI fingerprint:** [-76, -78, -71, -72, -72, -69, -76, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
7.641611929735353,
60.818142890930176,
60.96
] | 16 |
25,809 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725938033.134 | 70.473 | 7.100 | 30.480 | -71 | -100 | -82 | -81 | -78 | -79 | -78 | -62 |
| B | 1725937943.139 | 67.925 | 80.286 | 30.480 | -75 | -67 | -81 | -79 | -82 | -83 | -81 | -75 |
| C | 1725938118.148 | 0.000 | 24.444 | 30.480 | -79 | -100 | -68 | -66 | -69 | -71 | -73 | -65 |
| D | 1725938140.134 | 16.132 | 108.499 | 30.480 | -78 | -67 | -76 | -72 | -72 | -75 | -54 | -61 |
| E | 1725937255.136 | 47.548 | 7.166 | 30.480 | -92 | -100 | -86 | -92 | -86 | -88 | -90 | -82 |
| F | 1725937652.139 | 44.152 | 10.431 | 30.480 | -66 | -85 | -81 | -78 | -79 | -78 | -72 | -76 |
| G | 1725938125.137 | 6.793 | 60.181 | 30.480 | -77 | -66 | -67 | -79 | -72 | -60 | -48 | -59 |
| H | 1725937782.152 | 3.396 | 23.276 | 30.480 | -81 | -100 | -70 | -63 | -66 | -76 | -77 | -59 |
| I | 1725938175.133 | 95.945 | 56.346 | 30.480 | -82 | -67 | -81 | -82 | -80 | -75 | -68 | -70 |
| J | 1725937724.182 | 90.850 | 60.938 | 30.480 | -84 | -67 | -85 | -81 | -86 | -82 | -81 | -75 |
| K | 1725937982.154 | 48.397 | 44.628 | 30.480 | -73 | -62 | -100 | -77 | -77 | -72 | -67 | -60 |
| L | 1725937865.156 | 58.586 | 42.571 | 30.480 | -73 | -63 | -86 | -86 | -84 | -84 | -76 | -66 |
| M | 1725938282.135 | 47.548 | 7.790 | 30.480 | -68 | -76 | -73 | -74 | -77 | -73 | -71 | -57 |
| N | 1725938105.149 | 31.416 | 12.103 | 30.480 | -85 | -88 | -77 | -79 | -76 | -76 | -74 | -72 |
| O | 1725938232.178 | 0.000 | 23.290 | 30.480 | -100 | -100 | -71 | -64 | -66 | -78 | -73 | -58 |
| P | 1725938173.140 | 89.152 | 63.114 | 30.480 | -81 | -66 | -83 | -83 | -83 | -78 | -72 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725937694.133
- **Target RSSI fingerprint:** [-77, -67, -73, -66, -69, -68, -51, -62]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
19.528564151101623,
122.92351245880127,
30.48
] | 16 |
8,386 | **[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 | 1722841134.187 | 50.095 | 158.342 | 60.960 | -76 | -82 | -86 | -81 | -73 | -88 | -71 | -76 |
| B | 1722841538.135 | 1.698 | 8.719 | 60.960 | -101 | -100 | -89 | -96 | -95 | -90 | -100 | -91 |
| C | 1722841158.157 | 36.510 | 97.710 | 60.960 | -74 | -82 | -82 | -79 | -85 | -74 | -77 | -72 |
| D | 1722840991.147 | 128.208 | 130.713 | 60.960 | -87 | -80 | -85 | -81 | -70 | -78 | -81 | -67 |
| E | 1722841037.156 | 22.925 | 112.493 | 60.960 | -74 | -77 | -80 | -71 | -80 | -82 | -78 | -70 |
| F | 1722840970.171 | 76.416 | 122.273 | 60.960 | -78 | -84 | -78 | -78 | -72 | -83 | -72 | -73 |
| G | 1722841092.167 | 128.208 | 112.214 | 60.960 | -88 | -80 | -87 | -75 | -81 | -77 | -71 | -74 |
| H | 1722840778.167 | 0.000 | 11.187 | 60.960 | -100 | -84 | -73 | -75 | -84 | -76 | -100 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722841254.269
- **Target RSSI fingerprint:** [-74, -89, -81, -82, -71, -86, -75, -82]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
22.924688882485246,
136.71143531799316,
60.96
] | 8 |
31,671 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723690151.147 | 151.986 | 45.013 | 42.672 | -84 | -93 | -84 | -88 | -82 | -91 | -87 | -83 |
| B | 1723689658.137 | 175.761 | 86.589 | 42.672 | -100 | -67 | -100 | -100 | -75 | -64 | -100 | -79 |
| C | 1723690092.154 | 229.253 | 94.750 | 42.672 | -87 | -86 | -81 | -75 | -75 | -81 | -77 | -80 |
| D | 1723690226.129 | 123.967 | 16.482 | 42.672 | -84 | -100 | -84 | -88 | -100 | -81 | -76 | -72 |
| E | 1723689894.145 | 225.857 | 100.696 | 42.672 | -88 | -78 | -86 | -71 | -79 | -75 | -74 | -81 |
| F | 1723689720.129 | 166.421 | 100.351 | 42.672 | -88 | -73 | -88 | -85 | -79 | -77 | -91 | -82 |
| G | 1723689744.154 | 143.496 | 36.945 | 42.672 | -81 | -87 | -100 | -76 | -77 | -82 | -84 | -81 |
| H | 1723690244.156 | 39.058 | 55.590 | 42.672 | -100 | -79 | -82 | -100 | -100 | -82 | -74 | -72 |
| I | 1723689823.157 | 142.646 | 28.863 | 42.672 | -84 | -100 | -85 | -79 | -79 | -80 | -68 | -70 |
| J | 1723689811.146 | 158.779 | 3.530 | 42.672 | -89 | -100 | -88 | -76 | -87 | -100 | -81 | -75 |
| K | 1723689580.143 | 11.038 | 78.096 | 42.672 | -100 | -77 | -83 | -100 | -80 | -84 | -75 | -71 |
| L | 1723690059.138 | 176.610 | 82.077 | 42.672 | -70 | -79 | -83 | -81 | -75 | -74 | -78 | -83 |
| M | 1723689895.129 | 223.310 | 104.929 | 42.672 | -88 | -80 | -83 | -71 | -75 | -75 | -74 | -80 |
| N | 1723689825.157 | 137.552 | 37.900 | 42.672 | -81 | -100 | -86 | -85 | -76 | -78 | -72 | -71 |
| O | 1723690009.156 | 162.175 | 8.400 | 42.672 | -88 | -100 | -87 | -89 | -91 | -100 | -81 | -82 |
| P | 1723690038.165 | 127.363 | 67.759 | 42.672 | -76 | -90 | -81 | -87 | -84 | -86 | -79 | -92 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723690045.141
- **Target RSSI fingerprint:** [-79, -77, -84, -83, -82, -80, -87, -82]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
153.684547520573,
93.27748775482178,
42.672000000000004
] | 16 |
44,677 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724126849.153 | 74.720 | 72.430 | 42.672 | -100 | -73 | -74 | -74 | -84 | -81 | -80 | -83 |
| B | 1724126748.131 | 43.303 | 30.256 | 42.672 | -59 | -66 | -79 | -84 | -69 | -70 | -80 | -55 |
| C | 1724126689.138 | 123.117 | 36.241 | 42.672 | -92 | -85 | -86 | -72 | -100 | -74 | -90 | -79 |
| D | 1724126721.146 | 90.852 | 85.514 | 42.672 | -100 | -80 | -100 | -81 | -86 | -85 | -75 | -83 |
| E | 1724126358.121 | 4.245 | 119.407 | 42.672 | -95 | -100 | -100 | -98 | -105 | -100 | -84 | -99 |
| F | 1724126770.143 | 118.023 | 66.949 | 42.672 | -92 | -100 | -88 | -79 | -85 | -84 | -87 | -77 |
| G | 1724126636.156 | 47.549 | 14.969 | 42.672 | -67 | -70 | -85 | -86 | -72 | -72 | -67 | -59 |
| H | 1724126791.137 | 140.948 | 42.558 | 42.672 | -87 | -87 | -88 | -84 | -86 | -84 | -100 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724127150.140
- **Target RSSI fingerprint:** [-88, -76, -74, -85, -83, -81, -100, -84]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
136.7028472268504,
53.29383850097656,
42.672000000000004
] | 8 |
29,213 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724123073.147 | 50.945 | 13.854 | 60.960 | -83 | -79 | -83 | -78 | -78 | -79 | -82 | -68 |
| B | 1724123159.143 | 88.305 | 88.898 | 60.960 | -82 | -79 | -84 | -86 | -77 | -70 | -74 | -65 |
| C | 1724123536.138 | 101.890 | 36.958 | 60.960 | -83 | -74 | -79 | -100 | -78 | -77 | -68 | -63 |
| D | 1724123166.140 | 94.249 | 80.193 | 60.960 | -78 | -89 | -72 | -80 | -79 | -75 | -75 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123696.138
- **Target RSSI fingerprint:** [-100, -90, -100, -78, -93, -85, -100, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
4.245429194440841,
56.518540382385254,
60.96
] | 4 |
19,750 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731994144.204 | 78.963 | 5.481 | 51.816 | -100 | -99 | -104 | -105 | -97 | -100 | -101 | -98 |
| B | 1731994788.236 | 36.510 | 47.402 | 51.816 | -80 | -80 | -89 | -89 | -87 | -82 | -78 | -80 |
| C | 1731994854.226 | 61.982 | 7.723 | 51.816 | -78 | -83 | -93 | -88 | -87 | -78 | -85 | -89 |
| D | 1731994742.221 | 75.567 | 122.698 | 51.816 | -89 | -87 | -73 | -85 | -89 | -80 | -74 | -82 |
| E | 1731994693.228 | 36.510 | 87.266 | 51.816 | -95 | -93 | -80 | -79 | -79 | -87 | -71 | -66 |
| F | 1731994512.204 | 82.359 | 37.874 | 51.816 | -89 | -89 | -81 | -79 | -78 | -77 | -74 | -67 |
| G | 1731994602.211 | 60.283 | 77.844 | 51.816 | -76 | -84 | -84 | -81 | -88 | -78 | -74 | -76 |
| H | 1731994733.236 | 101.038 | 93.928 | 51.816 | -92 | -88 | -79 | -86 | -87 | -78 | -72 | -82 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994584.228
- **Target RSSI fingerprint:** [-86, -90, -93, -85, -75, -68, -84, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
19.528439630595077,
51.50233745574951,
51.816
] | 8 |
6,302 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722833467.166 | 63.680 | 68.396 | 60.960 | -82 | -78 | -78 | -82 | -83 | -81 | -70 | -78 |
| B | 1722833698.143 | 117.171 | 76.119 | 60.960 | -90 | -79 | -83 | -83 | -68 | -79 | -87 | -77 |
| C | 1722833657.182 | 40.755 | 90.159 | 60.960 | -92 | -84 | -87 | -85 | -82 | -84 | -78 | -85 |
| D | 1722833561.175 | 39.906 | 38.126 | 60.960 | -81 | -84 | -86 | -92 | -88 | -77 | -80 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833979.156
- **Target RSSI fingerprint:** [-83, -89, -86, -89, -82, -91, -81, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
109.5290697359327,
85.04985332489014,
60.96
] | 4 |
912 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722828803.137 | 105.284 | 88.407 | 42.672 | -74 | -85 | -89 | -89 | -82 | -80 | -75 | -72 |
| B | 1722828955.146 | 4.245 | 55.882 | 42.672 | -93 | -97 | -82 | -81 | -82 | -80 | -77 | -80 |
| C | 1722828589.168 | 62.831 | 63.618 | 42.672 | -91 | -83 | -85 | -79 | -87 | -91 | -74 | -88 |
| D | 1722828624.151 | 106.133 | 39.360 | 42.672 | -91 | -88 | -80 | -89 | -77 | -80 | -77 | -69 |
| E | 1722828629.161 | 87.453 | 23.024 | 42.672 | -91 | -85 | -80 | -82 | -75 | -77 | -76 | -65 |
| F | 1722828780.154 | 41.604 | 43.739 | 42.672 | -90 | -86 | -89 | -79 | -87 | -84 | -78 | -91 |
| G | 1722828743.149 | 56.038 | 103.005 | 42.672 | -86 | -96 | -79 | -81 | -84 | -80 | -77 | -80 |
| H | 1722828694.173 | 90.850 | 42.903 | 42.672 | -87 | -88 | -80 | -84 | -84 | -86 | -79 | -86 |
| I | 1722829129.161 | 70.472 | 0.411 | 42.672 | -94 | -92 | -90 | -89 | -78 | -85 | -85 | -81 |
| J | 1722828828.144 | 84.057 | 17.796 | 42.672 | -99 | -87 | -83 | -90 | -76 | -82 | -78 | -67 |
| K | 1722828705.160 | 112.925 | 52.299 | 42.672 | -85 | -89 | -81 | -77 | -83 | -85 | -79 | -85 |
| L | 1722828836.173 | 69.623 | 7.392 | 42.672 | -94 | -98 | -101 | -92 | -86 | -92 | -93 | -86 |
| M | 1722828783.160 | 54.340 | 53.931 | 42.672 | -89 | -84 | -85 | -77 | -87 | -84 | -76 | -81 |
| N | 1722829004.134 | 114.623 | 78.269 | 42.672 | -81 | -84 | -83 | -90 | -84 | -78 | -79 | -84 |
| O | 1722828610.156 | 117.171 | 74.925 | 42.672 | -79 | -86 | -81 | -88 | -84 | -81 | -80 | -83 |
| P | 1722828293.132 | 68.774 | 0.226 | 42.672 | -100 | -89 | -100 | -78 | -100 | -67 | -88 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828551.149
- **Target RSSI fingerprint:** [-95, -95, -81, -86, -82, -72, -77, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
32.26437735414635,
84.02803421020508,
42.672000000000004
] | 16 |
4,655 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723009838.152 | 72.170 | 73.266 | 60.960 | -81 | -79 | -84 | -76 | -67 | -78 | -75 | -68 |
| B | 1723010264.160 | 121.416 | 5.096 | 60.960 | -89 | -86 | -81 | -76 | -100 | -69 | -72 | -84 |
| C | 1723010040.148 | 111.227 | 7.020 | 60.960 | -87 | -85 | -75 | -78 | -73 | -70 | -70 | -82 |
| D | 1723010396.164 | 64.529 | 43.885 | 60.960 | -87 | -80 | -81 | -81 | -82 | -72 | -73 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010054.147
- **Target RSSI fingerprint:** [-83, -83, -83, -81, -77, -79, -78, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
87.45340814338678,
33.93235683441162,
60.96
] | 4 |
32,649 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724128941.123 | 139.250 | 43.102 | 51.816 | -78 | -73 | -81 | -79 | -78 | -72 | -100 | -70 |
| B | 1724129070.148 | 1.698 | 120.203 | 51.816 | -100 | -100 | -97 | -100 | -97 | -100 | -90 | -91 |
| C | 1724128609.135 | 32.265 | 49.114 | 51.816 | -80 | -100 | -78 | -75 | -82 | -81 | -68 | -78 |
| D | 1724128263.124 | 0.849 | 120.959 | 51.816 | -100 | -100 | -94 | -100 | -100 | -100 | -81 | -89 |
| E | 1724128740.150 | 125.665 | 69.550 | 51.816 | -77 | -74 | -75 | -76 | -78 | -77 | -76 | -66 |
| F | 1724128739.109 | 123.967 | 68.754 | 51.816 | -80 | -75 | -77 | -76 | -80 | -78 | -81 | -68 |
| G | 1724128585.158 | 89.154 | 18.326 | 51.816 | -81 | -100 | -83 | -82 | -81 | -75 | -63 | -73 |
| H | 1724128827.142 | 96.796 | 27.178 | 51.816 | -78 | -62 | -100 | -80 | -79 | -82 | -76 | -68 |
| I | 1724128441.128 | 63.681 | 72.045 | 51.816 | -81 | -81 | -82 | -76 | -79 | -80 | -68 | -72 |
| J | 1724128749.149 | 135.854 | 54.594 | 51.816 | -76 | -64 | -79 | -83 | -80 | -75 | -100 | -68 |
| K | 1724128726.125 | 64.531 | 39.121 | 51.816 | -78 | -100 | -79 | -75 | -73 | -78 | -66 | -69 |
| L | 1724128872.135 | 92.550 | 85.793 | 51.816 | -100 | -74 | -82 | -84 | -80 | -71 | -67 | -70 |
| M | 1724128634.133 | 73.021 | 73.717 | 51.816 | -76 | -65 | -79 | -87 | -75 | -76 | -79 | -68 |
| N | 1724128460.131 | 91.701 | 22.931 | 51.816 | -100 | -61 | -79 | -79 | -79 | -82 | -100 | -67 |
| O | 1724128697.134 | 56.040 | 69.590 | 51.816 | -100 | -100 | -82 | -78 | -81 | -81 | -66 | -72 |
| P | 1724128992.135 | 6.793 | 112.559 | 51.816 | -82 | -100 | -80 | -79 | -78 | -78 | -65 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128509.142
- **Target RSSI fingerprint:** [-100, -78, -79, -80, -81, -65, -63, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
78.96499835854064,
80.0203800201416,
51.816
] | 16 |
27,391 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725939351.137 | 35.661 | 110.104 | 42.672 | -77 | -78 | -76 | -74 | -70 | -71 | -75 | -70 |
| B | 1725939597.150 | 68.775 | 40.050 | 42.672 | -100 | -100 | -75 | -100 | -78 | -72 | -100 | -62 |
| C | 1725939489.144 | 65.378 | 79.569 | 42.672 | -76 | -79 | -76 | -76 | -69 | -79 | -75 | -62 |
| D | 1725939339.159 | 17.830 | 107.397 | 42.672 | -100 | -76 | -68 | -80 | -72 | -70 | -75 | -72 |
| E | 1725939669.152 | 104.435 | 33.375 | 42.672 | -76 | -77 | -75 | -78 | -76 | -68 | -73 | -61 |
| F | 1725939332.148 | 11.038 | 72.642 | 42.672 | -79 | -80 | -71 | -78 | -82 | -69 | -74 | -68 |
| G | 1725939729.161 | 3.396 | 37.369 | 42.672 | -69 | -67 | -73 | -68 | -83 | -67 | -68 | -74 |
| H | 1725939871.155 | 99.341 | 7.126 | 42.672 | -77 | -76 | -84 | -75 | -87 | -74 | -69 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939695.152
- **Target RSSI fingerprint:** [-71, -74, -75, -73, -71, -75, -68, -61]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
60.28382947829149,
58.575448989868164,
42.672000000000004
] | 8 |
23,504 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725937673.151 | 5.943 | 49.910 | 30.480 | -75 | -64 | -61 | -64 | -70 | -57 | -50 | -58 |
| B | 1725937674.142 | 6.793 | 55.324 | 30.480 | -72 | -64 | -60 | -64 | -69 | -57 | -49 | -58 |
| C | 1725938093.347 | 56.038 | 19.070 | 30.480 | -71 | -83 | -86 | -83 | -75 | -81 | -81 | -67 |
| D | 1725937794.141 | 33.114 | 17.809 | 30.480 | -73 | -73 | -69 | -72 | -100 | -64 | -60 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725938161.160
- **Target RSSI fingerprint:** [-100, -75, -75, -79, -63, -83, -79, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
65.37823650586195,
84.16073799133301,
30.48
] | 4 |
29,662 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723693386.155 | 135.005 | 76.597 | 60.960 | -78 | -71 | -84 | -75 | -83 | -82 | -75 | -66 |
| B | 1723693069.151 | 146.892 | 6.171 | 60.960 | -100 | -100 | -78 | -100 | -79 | -79 | -72 | -74 |
| C | 1723693213.139 | 150.288 | 49.631 | 60.960 | -78 | -77 | -84 | -71 | -82 | -79 | -80 | -63 |
| D | 1723693452.135 | 218.215 | 68.104 | 60.960 | -100 | -78 | -85 | -79 | -84 | -78 | -75 | -79 |
| E | 1723693271.162 | 146.892 | 0.518 | 60.960 | -77 | -69 | -83 | -79 | -79 | -75 | -75 | -72 |
| F | 1723693088.138 | 129.061 | 49.698 | 60.960 | -78 | -80 | -79 | -75 | -79 | -70 | -72 | -63 |
| G | 1723693120.158 | 174.063 | 70.638 | 60.960 | -79 | -72 | -100 | -83 | -71 | -79 | -80 | -78 |
| H | 1723693056.157 | 88.305 | 33.813 | 60.960 | -80 | -80 | -82 | -100 | -79 | -79 | -74 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693286.145
- **Target RSSI fingerprint:** [-73, -76, -72, -73, -77, -67, -66, -63]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
125.66471101016664,
41.96093559265137,
60.96
] | 8 |
27,844 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725939678.172 | 88.303 | 62.012 | 42.672 | -76 | -80 | -74 | -75 | -82 | -75 | -75 | -71 |
| B | 1725939904.146 | 51.793 | 11.771 | 42.672 | -73 | -100 | -89 | -100 | -70 | -59 | -89 | -87 |
| C | 1725939666.171 | 102.737 | 23.329 | 42.672 | -69 | -74 | -81 | -74 | -100 | -70 | -69 | -61 |
| D | 1725939465.155 | 108.681 | 42.545 | 42.672 | -75 | -76 | -70 | -73 | -84 | -73 | -68 | -64 |
| E | 1725939571.157 | 96.794 | 57.938 | 42.672 | -79 | -77 | -66 | -75 | -85 | -80 | -77 | -62 |
| F | 1725939501.140 | 54.340 | 16.376 | 42.672 | -81 | -83 | -89 | -74 | -82 | -77 | -77 | -76 |
| G | 1725939332.148 | 11.038 | 72.642 | 42.672 | -80 | -71 | -82 | -75 | -56 | -74 | -69 | -68 |
| H | 1725939351.137 | 35.661 | 110.104 | 42.672 | -78 | -76 | -70 | -79 | -80 | -75 | -71 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939341.160
- **Target RSSI fingerprint:** [-79, -75, -70, -78, -73, -77, -70, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
20.377632499704163,
116.84567928314209,
42.672000000000004
] | 8 |
10,640 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722838756.168 | 16.981 | 131.722 | 51.816 | -100 | -85 | -100 | -70 | -82 | -80 | -74 | -80 |
| B | 1722838815.186 | 121.416 | 142.484 | 51.816 | -81 | -86 | -75 | -92 | -76 | -76 | -84 | -72 |
| C | 1722839146.187 | 59.434 | 72.324 | 51.816 | -82 | -75 | -75 | -90 | -83 | -74 | -87 | -71 |
| D | 1722838863.165 | 24.623 | 114.882 | 51.816 | -75 | -78 | -83 | -83 | -85 | -70 | -78 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722838716.158
- **Target RSSI fingerprint:** [-79, -96, -73, -72, -77, -84, -77, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
28.868126889948122,
28.19955348968506,
51.816
] | 4 |
40,102 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724128569.158 | 141.797 | 44.628 | 51.816 | -75 | -83 | -83 | -63 | -77 | -100 | -74 | -68 |
| B | 1724128759.127 | 133.307 | 40.886 | 51.816 | -71 | -80 | -75 | -82 | -80 | -81 | -68 | -72 |
| C | 1724128758.135 | 137.552 | 43.076 | 51.816 | -73 | -78 | -79 | -75 | -77 | -80 | -69 | -70 |
| D | 1724128593.133 | 55.191 | 1.765 | 51.816 | -85 | -79 | -82 | -100 | -82 | -63 | -72 | -81 |
| E | 1724128934.130 | 140.099 | 50.348 | 51.816 | -82 | -83 | -84 | -64 | -80 | -100 | -79 | -72 |
| F | 1724128869.142 | 106.985 | 92.574 | 51.816 | -83 | -81 | -81 | -72 | -83 | -79 | -72 | -74 |
| G | 1724128851.122 | 140.099 | 51.794 | 51.816 | -86 | -69 | -71 | -80 | -77 | -100 | -83 | -67 |
| H | 1724128477.138 | 137.552 | 40.820 | 51.816 | -89 | -81 | -74 | -77 | -82 | -100 | -83 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128772.131
- **Target RSSI fingerprint:** [-88, -78, -79, -100, -81, -64, -81, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
73.02139633155372,
10.616302490234375,
51.816
] | 8 |
14,540 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1732000139.201 | 145.190 | 129.041 | 42.672 | -91 | -100 | -90 | -100 | -90 | -72 | -84 | -57 |
| B | 1732000262.234 | 8.491 | 8.360 | 42.672 | -101 | -97 | -102 | -94 | -89 | -94 | -96 | -81 |
| C | 1732000192.208 | 9.340 | 7.684 | 42.672 | -86 | -90 | -87 | -90 | -83 | -88 | -84 | -87 |
| D | 1731999881.215 | 33.113 | 134.827 | 42.672 | -91 | -87 | -87 | -80 | -75 | -90 | -87 | -87 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731999606.225
- **Target RSSI fingerprint:** [-81, -86, -89, -80, -78, -83, -72, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
71.32125730336395,
107.83509254455566,
42.672000000000004
] | 4 |
13,831 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731994768.200 | 7.642 | 65.410 | 51.816 | -66 | -75 | -76 | -86 | -82 | -76 | -74 | -71 |
| B | 1731994661.226 | 22.925 | 42.824 | 51.816 | -74 | -75 | -86 | -86 | -87 | -78 | -77 | -81 |
| C | 1731994470.224 | 5.943 | 55.125 | 51.816 | -62 | -75 | -77 | -89 | -84 | -79 | -79 | -73 |
| D | 1731994466.210 | 19.528 | 44.681 | 51.816 | -81 | -77 | -86 | -87 | -89 | -90 | -85 | -80 |
| E | 1731994506.221 | 73.019 | 44.827 | 51.816 | -92 | -88 | -79 | -78 | -79 | -80 | -77 | -68 |
| F | 1731994432.217 | 122.265 | 71.368 | 51.816 | -91 | -92 | -85 | -76 | -75 | -77 | -70 | -80 |
| G | 1731994338.214 | 112.925 | 77.605 | 51.816 | -96 | -92 | -87 | -77 | -82 | -76 | -71 | -76 |
| H | 1731994848.232 | 71.321 | 15.739 | 51.816 | -100 | -94 | -79 | -73 | -75 | -72 | -70 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994790.215
- **Target RSSI fingerprint:** [-91, -92, -84, -80, -85, -87, -74, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
43.302192224363,
50.97152233123779,
51.816
] | 8 |
33,548 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723698565.137 | 6.793 | 59.080 | 51.816 | -100 | -100 | -90 | -96 | -106 | -100 | -99 | -86 |
| B | 1723698096.178 | 19.529 | 48.662 | 51.816 | -100 | -75 | -69 | -78 | -74 | -75 | -100 | -74 |
| C | 1723698147.147 | 111.230 | 66.179 | 51.816 | -85 | -81 | -100 | -74 | -78 | -75 | -81 | -77 |
| D | 1723698174.158 | 26.322 | 25.054 | 51.816 | -77 | -83 | -74 | -81 | -84 | -79 | -73 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698162.157
- **Target RSSI fingerprint:** [-74, -77, -74, -79, -100, -83, -74, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
51.79423649968861,
37.037625312805176,
51.816
] | 4 |
34,203 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723693427.139 | 202.932 | 93.729 | 60.960 | -78 | -72 | -77 | -81 | -76 | -76 | -66 | -68 |
| B | 1723693341.138 | 217.366 | 69.776 | 60.960 | -81 | -75 | -76 | -76 | -79 | -76 | -62 | -67 |
| C | 1723693597.151 | 120.570 | 54.448 | 60.960 | -72 | -80 | -78 | -78 | -73 | -80 | -100 | -77 |
| D | 1723693185.150 | 136.703 | 76.490 | 60.960 | -79 | -83 | -77 | -80 | -71 | -76 | -76 | -67 |
| E | 1723693452.135 | 218.215 | 68.104 | 60.960 | -84 | -85 | -80 | -78 | -78 | -75 | -79 | -79 |
| F | 1723693466.155 | 164.723 | 16.495 | 60.960 | -75 | -81 | -77 | -79 | -70 | -72 | -83 | -75 |
| G | 1723693152.146 | 223.310 | 88.606 | 60.960 | -74 | -69 | -100 | -71 | -75 | -76 | -63 | -68 |
| H | 1723693227.164 | 202.932 | 95.042 | 60.960 | -76 | -69 | -73 | -74 | -75 | -74 | -65 | -66 |
| I | 1723693133.174 | 189.346 | 41.032 | 60.960 | -83 | -82 | -74 | -79 | -75 | -76 | -64 | -63 |
| J | 1723693578.148 | 163.024 | 99.382 | 60.960 | -82 | -72 | -78 | -83 | -75 | -76 | -77 | -74 |
| K | 1723693448.148 | 229.253 | 81.175 | 60.960 | -81 | -79 | -79 | -75 | -85 | -74 | -82 | -100 |
| L | 1723693621.137 | 178.308 | 74.911 | 60.960 | -78 | -75 | -76 | -81 | -78 | -75 | -66 | -65 |
| M | 1723693144.139 | 226.706 | 78.693 | 60.960 | -100 | -100 | -81 | -72 | -73 | -70 | -62 | -67 |
| N | 1723693319.162 | 173.214 | 75.190 | 60.960 | -71 | -82 | -79 | -80 | -75 | -78 | -82 | -78 |
| O | 1723693577.137 | 167.270 | 102.845 | 60.960 | -82 | -78 | -76 | -84 | -75 | -75 | -76 | -73 |
| P | 1723693544.141 | 225.857 | 80.206 | 60.960 | -81 | -71 | -78 | -78 | -80 | -74 | -64 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693068.146
- **Target RSSI fingerprint:** [-80, -81, -73, -80, -77, -72, -100, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
142.64642871424323,
8.214364051818848,
60.96
] | 16 |
17,383 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723004859.152 | 39.906 | 88.354 | 60.960 | -87 | -82 | -77 | -76 | -87 | -77 | -86 | -76 |
| B | 1723004803.167 | 131.605 | 38.763 | 60.960 | -81 | -86 | -84 | -73 | -75 | -87 | -67 | -69 |
| C | 1723004763.135 | 8.491 | 87.200 | 60.960 | -79 | -81 | -80 | -77 | -68 | -77 | -77 | -81 |
| D | 1723004517.144 | 42.453 | 44.469 | 60.960 | -81 | -67 | -74 | -74 | -83 | -70 | -80 | -64 |
| E | 1723004743.148 | 12.736 | 45.106 | 60.960 | -87 | -74 | -70 | -74 | -90 | -73 | -89 | -70 |
| F | 1723004900.134 | 44.151 | 11.200 | 60.960 | -74 | -85 | -86 | -82 | -71 | -84 | -74 | -62 |
| G | 1723004384.142 | 106.133 | 9.674 | 60.960 | -83 | -75 | -71 | -85 | -83 | -66 | -75 | -72 |
| H | 1723004659.163 | 3.396 | 68.329 | 60.960 | -77 | -75 | -81 | -72 | -73 | -83 | -77 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004903.149
- **Target RSSI fingerprint:** [-78, -74, -76, -81, -72, -75, -76, -58]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
59.43435506071376,
12.15566635131836,
60.96
] | 8 |
19,467 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1732000050.250 | 123.963 | 155.529 | 42.672 | -89 | -88 | -86 | -86 | -78 | -75 | -76 | -89 |
| B | 1731999674.240 | 33.113 | 143.453 | 42.672 | -89 | -89 | -76 | -78 | -86 | -93 | -88 | -78 |
| C | 1731999557.235 | 71.321 | 79.025 | 42.672 | -82 | -87 | -100 | -85 | -83 | -93 | -83 | -76 |
| D | 1731999675.217 | 29.717 | 140.016 | 42.672 | -88 | -89 | -77 | -74 | -85 | -88 | -86 | -87 |
| E | 1731999997.232 | 57.736 | 166.610 | 42.672 | -85 | -85 | -82 | -81 | -77 | -79 | -75 | -84 |
| F | 1731999953.233 | 101.888 | 86.390 | 42.672 | -81 | -80 | -100 | -66 | -100 | -76 | -75 | -68 |
| G | 1732000010.213 | 81.510 | 140.573 | 42.672 | -87 | -91 | -83 | -92 | -84 | -77 | -75 | -78 |
| H | 1732000102.215 | 54.340 | 102.832 | 42.672 | -88 | -93 | -83 | -85 | -82 | -86 | -76 | -84 |
| I | 1731999912.215 | 91.699 | 134.018 | 42.672 | -91 | -87 | -85 | -89 | -79 | -84 | -80 | -78 |
| J | 1731999379.231 | 7.642 | 4.406 | 42.672 | -89 | -100 | -96 | -86 | -94 | -86 | -83 | -90 |
| K | 1731999577.224 | 21.227 | 134.827 | 42.672 | -91 | -100 | -79 | -93 | -87 | -88 | -92 | -85 |
| L | 1731999874.221 | 58.585 | 158.979 | 42.672 | -89 | -90 | -72 | -90 | -78 | -92 | -88 | -70 |
| M | 1732000029.212 | 118.869 | 102.368 | 42.672 | -87 | -79 | -92 | -90 | -84 | -85 | -86 | -92 |
| N | 1731999936.219 | 147.737 | 125.007 | 42.672 | -100 | -76 | -100 | -86 | -72 | -79 | -83 | -56 |
| O | 1731999691.223 | 47.548 | 103.522 | 42.672 | -87 | -90 | -85 | -85 | -84 | -82 | -75 | -83 |
| P | 1731999628.229 | 95.944 | 104.411 | 42.672 | -79 | -79 | -73 | -89 | -78 | -82 | -83 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731999921.238
- **Target RSSI fingerprint:** [-86, -82, -100, -78, -100, -80, -79, -100]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
123.9631376939421,
161.5801239013672,
42.672000000000004
] | 16 |
43,590 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723698027.161 | 95.947 | 90.132 | 51.816 | -75 | -74 | -83 | -72 | -84 | -74 | -76 | -72 |
| B | 1723698419.137 | 76.418 | 28.000 | 51.816 | -76 | -77 | -80 | -75 | -68 | -76 | -70 | -70 |
| C | 1723698039.140 | 113.778 | 64.547 | 51.816 | -82 | -81 | -74 | -79 | -100 | -71 | -77 | -79 |
| D | 1723698247.158 | 65.380 | 51.821 | 51.816 | -100 | -74 | -74 | -100 | -62 | -75 | -67 | -67 |
| E | 1723698069.154 | 69.625 | 43.859 | 51.816 | -75 | -76 | -78 | -73 | -73 | -75 | -70 | -67 |
| F | 1723698130.138 | 118.872 | 43.195 | 51.816 | -69 | -73 | -79 | -71 | -73 | -74 | -74 | -78 |
| G | 1723698034.143 | 99.343 | 88.129 | 51.816 | -80 | -85 | -73 | -74 | -100 | -73 | -79 | -78 |
| H | 1723697974.176 | 108.683 | 66.684 | 51.816 | -81 | -81 | -84 | -79 | -83 | -77 | -78 | -76 |
| I | 1723698136.134 | 123.117 | 47.057 | 51.816 | -68 | -75 | -82 | -70 | -78 | -72 | -75 | -77 |
| J | 1723698354.164 | 18.680 | 44.602 | 51.816 | -80 | -77 | -79 | -75 | -77 | -78 | -75 | -66 |
| K | 1723698169.153 | 27.171 | 24.776 | 51.816 | -84 | -77 | -75 | -82 | -80 | -80 | -75 | -65 |
| L | 1723698054.136 | 101.890 | 34.145 | 51.816 | -100 | -75 | -80 | -100 | -74 | -69 | -74 | -66 |
| M | 1723698479.159 | 11.038 | 61.442 | 51.816 | -72 | -100 | -70 | -71 | -67 | -78 | -100 | -71 |
| N | 1723698361.152 | 18.680 | 52.710 | 51.816 | -88 | -83 | -82 | -83 | -77 | -78 | -78 | -75 |
| O | 1723698442.134 | 17.831 | 49.990 | 51.816 | -88 | -77 | -83 | -80 | -76 | -76 | -77 | -66 |
| P | 1723698563.166 | 8.491 | 59.252 | 51.816 | -101 | -100 | -93 | -95 | -82 | -100 | -90 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723697798.147
- **Target RSSI fingerprint:** [-100, -100, -100, -83, -97, -100, -83, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
5.943600909800332,
60.5792760848999,
51.816
] | 16 |
25,279 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725939481.172 | 70.473 | 75.867 | 42.672 | -75 | -75 | -72 | -74 | -77 | -83 | -73 | -71 |
| B | 1725939509.142 | 44.152 | 13.960 | 42.672 | -87 | -75 | -66 | -76 | -73 | -74 | -67 | -76 |
| C | 1725939275.150 | 81.511 | 65.396 | 42.672 | -71 | -77 | -71 | -70 | -74 | -76 | -77 | -67 |
| D | 1725939634.157 | 10.189 | 21.339 | 42.672 | -85 | -76 | -76 | -76 | -100 | -73 | -77 | -82 |
| E | 1725939767.153 | 56.888 | 89.748 | 42.672 | -70 | -76 | -80 | -76 | -77 | -81 | -75 | -63 |
| F | 1725939536.155 | 12.736 | 80.923 | 42.672 | -79 | -77 | -78 | -80 | -75 | -70 | -78 | -68 |
| G | 1725939693.156 | 61.982 | 70.081 | 42.672 | -70 | -74 | -76 | -75 | -76 | -76 | -73 | -62 |
| H | 1725939616.139 | 7.642 | 69.072 | 42.672 | -81 | -75 | -77 | -77 | -74 | -83 | -76 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939773.144
- **Target RSSI fingerprint:** [-70, -79, -72, -77, -84, -78, -76, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
59.43476145747048,
87.05368041992188,
42.672000000000004
] | 8 |
14,738 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722828548.150 | 43.302 | 93.543 | 42.672 | -97 | -85 | -82 | -81 | -78 | -86 | -85 | -77 |
| B | 1722828983.166 | 44.151 | 56.373 | 42.672 | -89 | -90 | -88 | -86 | -91 | -77 | -84 | -76 |
| C | 1722828860.152 | 0.000 | 56.120 | 42.672 | -81 | -88 | -100 | -94 | -83 | -76 | -100 | -89 |
| D | 1722828447.155 | 50.944 | 21.140 | 42.672 | -80 | -88 | -85 | -81 | -88 | -75 | -76 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828597.178
- **Target RSSI fingerprint:** [-93, -82, -83, -85, -77, -87, -80, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
95.94406950048781,
89.69448566436768,
42.672000000000004
] | 4 |
26,352 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725938135.137 | 10.189 | 83.179 | 30.480 | -100 | -73 | -82 | -78 | -65 | -46 | -64 | -57 |
| B | 1725937824.152 | 98.492 | 17.942 | 30.480 | -76 | -85 | -86 | -86 | -85 | -84 | -62 | -69 |
| C | 1725937821.151 | 97.643 | 6.609 | 30.480 | -72 | -76 | -74 | -87 | -75 | -70 | -74 | -100 |
| D | 1725937603.140 | 95.945 | 19.083 | 30.480 | -74 | -85 | -84 | -88 | -83 | -81 | -60 | -71 |
| E | 1725937945.160 | 73.869 | 74.765 | 30.480 | -100 | -77 | -83 | -76 | -85 | -79 | -68 | -77 |
| F | 1725938248.146 | 49.246 | 13.403 | 30.480 | -70 | -75 | -80 | -69 | -73 | -70 | -100 | -59 |
| G | 1725938179.135 | 107.832 | 46.128 | 30.480 | -100 | -81 | -79 | -86 | -76 | -72 | -63 | -79 |
| H | 1725937889.159 | 0.000 | 19.932 | 30.480 | -77 | -70 | -79 | -82 | -78 | -79 | -81 | -53 |
| I | 1725938168.158 | 72.171 | 79.529 | 30.480 | -100 | -79 | -81 | -75 | -83 | -82 | -68 | -74 |
| J | 1725937692.162 | 17.830 | 117.310 | 30.480 | -79 | -70 | -72 | -80 | -66 | -50 | -68 | -61 |
| K | 1725937752.145 | 73.020 | 31.716 | 30.480 | -70 | -100 | -79 | -68 | -81 | -76 | -59 | -71 |
| L | 1725938203.141 | 67.076 | 35.007 | 30.480 | -72 | -84 | -81 | -72 | -76 | -73 | -61 | -66 |
| M | 1725938047.136 | 97.643 | 13.536 | 30.480 | -79 | -86 | -86 | -87 | -88 | -83 | -75 | -75 |
| N | 1725937577.139 | 51.793 | 11.558 | 30.480 | -73 | -81 | -83 | -71 | -84 | -78 | -100 | -65 |
| O | 1725937831.133 | 97.643 | 24.630 | 30.480 | -76 | -86 | -83 | -84 | -81 | -79 | -62 | -74 |
| P | 1725938092.155 | 56.888 | 23.860 | 30.480 | -74 | -88 | -82 | -71 | -85 | -81 | -77 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725937690.147
- **Target RSSI fingerprint:** [-78, -71, -72, -82, -72, -52, -67, -60]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
16.13229212482308,
107.71565914154053,
30.48
] | 16 |
24,491 | **[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 | 1725938271.147 | 94.247 | 2.256 | 30.480 | -75 | -88 | -86 | -83 | -84 | -86 | -83 | -67 |
| B | 1725938015.146 | 10.189 | 19.348 | 30.480 | -100 | -71 | -74 | -73 | -66 | -64 | -59 | -58 |
| C | 1725937583.169 | 77.265 | 8.705 | 30.480 | -70 | -85 | -84 | -84 | -84 | -82 | -81 | -72 |
| D | 1725937912.152 | 10.189 | 87.983 | 30.480 | -100 | -77 | -76 | -76 | -67 | -66 | -47 | -56 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725937782.152
- **Target RSSI fingerprint:** [-67, -70, -63, -66, -61, -76, -77, -59]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
3.396272026278543,
23.276243209838867,
30.48
] | 4 |
39,839 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723689745.138 | 143.496 | 36.600 | 42.672 | -100 | -90 | -76 | -80 | -74 | -75 | -100 | -84 |
| B | 1723689823.157 | 142.646 | 28.863 | 42.672 | -85 | -100 | -79 | -80 | -84 | -79 | -70 | -68 |
| C | 1723689913.147 | 191.893 | 123.693 | 42.672 | -88 | -74 | -83 | -73 | -88 | -72 | -82 | -76 |
| D | 1723689854.146 | 165.572 | 101.359 | 42.672 | -87 | -73 | -100 | -81 | -82 | -100 | -86 | -100 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723689599.171
- **Target RSSI fingerprint:** [-84, -76, -100, -72, -88, -88, -75, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
101.04122185054247,
38.48409652709961,
42.672000000000004
] | 4 |
24,771 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725939710.156 | 50.944 | 12.195 | 42.672 | -88 | -85 | -84 | -77 | -77 | -86 | -71 | -86 |
| B | 1725939893.148 | 56.038 | 11.612 | 42.672 | -83 | -77 | -77 | -76 | -75 | -76 | -74 | -82 |
| C | 1725939271.155 | 97.643 | 52.166 | 42.672 | -70 | -74 | -78 | -77 | -70 | -80 | -77 | -65 |
| D | 1725939514.144 | 18.679 | 18.963 | 42.672 | -87 | -73 | -74 | -77 | -76 | -81 | -74 | -78 |
| E | 1725939328.142 | 6.793 | 53.082 | 42.672 | -83 | -73 | -66 | -64 | -73 | -57 | -71 | -70 |
| F | 1725939362.148 | 70.473 | 78.839 | 42.672 | -70 | -75 | -76 | -77 | -74 | -84 | -76 | -65 |
| G | 1725939765.142 | 53.491 | 93.490 | 42.672 | -63 | -74 | -73 | -100 | -100 | -78 | -100 | -65 |
| H | 1725939422.139 | 1.698 | 28.651 | 42.672 | -82 | -75 | -78 | -81 | -77 | -78 | -76 | -72 |
| I | 1725939110.126 | 37.359 | 11.519 | 42.672 | -94 | -100 | -100 | -91 | -84 | -89 | -83 | -100 |
| J | 1725939530.158 | 6.793 | 50.348 | 42.672 | -83 | -76 | -68 | -72 | -75 | -56 | -74 | -71 |
| K | 1725939611.171 | 8.491 | 67.971 | 42.672 | -70 | -68 | -72 | -73 | -67 | -63 | -64 | -62 |
| L | 1725939766.173 | 56.038 | 91.088 | 42.672 | -70 | -76 | -76 | -77 | -80 | -84 | -73 | -65 |
| M | 1725939409.163 | 10.189 | 68.316 | 42.672 | -76 | -71 | -74 | -76 | -69 | -61 | -73 | -65 |
| N | 1725939228.165 | 48.397 | 18.207 | 42.672 | -82 | -100 | -100 | -74 | -77 | -73 | -73 | -82 |
| O | 1725939557.143 | 43.302 | 106.787 | 42.672 | -71 | -76 | -76 | -75 | -79 | -83 | -77 | -69 |
| P | 1725939347.173 | 22.076 | 119.619 | 42.672 | -83 | -83 | -80 | -80 | -75 | -73 | -74 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939789.136
- **Target RSSI fingerprint:** [-76, -75, -77, -80, -78, -100, -78, -58]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
104.43536656098384,
29.42042827606201,
42.672000000000004
] | 16 |
37,078 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724129881.128 | 146.043 | 42.147 | 60.960 | -83 | -80 | -78 | -72 | -84 | -69 | -71 | -74 |
| B | 1724130259.119 | 133.307 | 61.840 | 60.960 | -84 | -82 | -82 | -73 | -76 | -82 | -71 | -67 |
| C | 1724130010.156 | 42.454 | 32.101 | 60.960 | -81 | -83 | -84 | -79 | -82 | -79 | -72 | -67 |
| D | 1724130505.136 | 0.000 | 122.977 | 60.960 | -97 | -100 | -100 | -97 | -95 | -100 | -89 | -86 |
| E | 1724129804.124 | 45.851 | 38.869 | 60.960 | -75 | -71 | -74 | -100 | -61 | -70 | -74 | -67 |
| F | 1724130373.148 | 52.643 | 8.254 | 60.960 | -82 | -76 | -83 | -79 | -77 | -72 | -73 | -64 |
| G | 1724130013.127 | 36.511 | 45.597 | 60.960 | -100 | -79 | -83 | -75 | -82 | -78 | -69 | -67 |
| H | 1724130027.133 | 57.738 | 68.263 | 60.960 | -100 | -100 | -81 | -77 | -71 | -78 | -71 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724129994.123
- **Target RSSI fingerprint:** [-81, -77, -79, -76, -75, -71, -70, -64]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
70.47413752545894,
6.807703971862793,
60.96
] | 8 |
34,470 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724128465.161 | 93.399 | 20.609 | 51.816 | -86 | -100 | -84 | -76 | -85 | -83 | -100 | -76 |
| B | 1724128990.159 | 8.491 | 108.963 | 51.816 | -79 | -82 | -80 | -100 | -82 | -82 | -66 | -73 |
| C | 1724128502.165 | 112.079 | 97.458 | 51.816 | -82 | -82 | -80 | -74 | -71 | -78 | -77 | -73 |
| D | 1724128992.135 | 6.793 | 112.559 | 51.816 | -77 | -80 | -79 | -100 | -78 | -78 | -65 | -74 |
| E | 1724128958.146 | 60.285 | 4.565 | 51.816 | -74 | -76 | -82 | -100 | -82 | -77 | -63 | -63 |
| F | 1724128636.131 | 78.116 | 63.950 | 51.816 | -100 | -76 | -84 | -65 | -78 | -75 | -76 | -63 |
| G | 1724128729.129 | 78.116 | 46.977 | 51.816 | -83 | -83 | -76 | -71 | -81 | -78 | -66 | -79 |
| H | 1724128454.144 | 81.512 | 49.512 | 51.816 | -100 | -74 | -79 | -63 | -82 | -68 | -73 | -63 |
| I | 1724128822.133 | 88.305 | 48.901 | 51.816 | -100 | -78 | -84 | -62 | -79 | -78 | -77 | -68 |
| J | 1724128567.178 | 140.099 | 48.835 | 51.816 | -81 | -81 | -84 | -64 | -75 | -78 | -100 | -71 |
| K | 1724128546.139 | 84.060 | 49.087 | 51.816 | -83 | -82 | -76 | -75 | -84 | -78 | -66 | -75 |
| L | 1724128683.159 | 115.476 | 99.209 | 51.816 | -78 | -83 | -82 | -100 | -79 | -79 | -78 | -81 |
| M | 1724128753.115 | 140.099 | 45.916 | 51.816 | -81 | -77 | -85 | -64 | -74 | -70 | -100 | -68 |
| N | 1724128640.141 | 86.607 | 43.447 | 51.816 | -100 | -100 | -84 | -64 | -85 | -77 | -77 | -67 |
| O | 1724128588.137 | 75.569 | 11.651 | 51.816 | -77 | -83 | -82 | -100 | -84 | -82 | -64 | -74 |
| P | 1724128418.125 | 47.549 | 12.368 | 51.816 | -67 | -78 | -74 | -100 | -71 | -79 | -65 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128649.146
- **Target RSSI fingerprint:** [-83, -100, -87, -76, -84, -77, -100, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
95.09763243179088,
23.355865478515625,
51.816
] | 16 |
37,072 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724126943.140 | 67.927 | 42.452 | 42.672 | -100 | -100 | -100 | -90 | -78 | -81 | -78 | -64 |
| B | 1724126885.164 | 132.457 | 58.443 | 42.672 | -100 | -66 | -70 | -100 | -78 | -76 | -100 | -100 |
| C | 1724126997.155 | 55.191 | 1.327 | 42.672 | -100 | -90 | -100 | -100 | -100 | -85 | -70 | -62 |
| D | 1724126838.143 | 51.794 | 66.976 | 42.672 | -75 | -85 | -79 | -80 | -83 | -84 | -78 | -67 |
| E | 1724126941.141 | 59.436 | 38.033 | 42.672 | -100 | -100 | -100 | -83 | -72 | -68 | -73 | -64 |
| F | 1724126808.152 | 63.681 | 4.286 | 42.672 | -100 | -86 | -78 | -100 | -100 | -100 | -72 | -61 |
| G | 1724126653.169 | 44.152 | 63.260 | 42.672 | -74 | -83 | -75 | -75 | -82 | -81 | -75 | -66 |
| H | 1724127206.143 | 10.189 | 102.726 | 42.672 | -100 | -80 | -100 | -75 | -82 | -79 | -71 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724126668.127
- **Target RSSI fingerprint:** [-71, -79, -79, -75, -76, -72, -83, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
79.81408471629774,
62.39731788635254,
42.672000000000004
] | 8 |
35,263 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723689611.147 | 154.534 | 14.518 | 42.672 | -86 | -100 | -77 | -100 | -81 | -76 | -76 | -71 |
| B | 1723689172.109 | 0.000 | 73.743 | 42.672 | -76 | -100 | -100 | -84 | -100 | -100 | -100 | -95 |
| C | 1723689621.168 | 148.590 | 27.072 | 42.672 | -100 | -100 | -91 | -100 | -84 | -83 | -68 | -66 |
| D | 1723690098.207 | 215.668 | 119.526 | 42.672 | -100 | -79 | -80 | -71 | -78 | -67 | -71 | -85 |
| E | 1723689581.151 | 13.585 | 77.831 | 42.672 | -74 | -75 | -100 | -71 | -100 | -100 | -100 | -70 |
| F | 1723689908.155 | 206.328 | 137.229 | 42.672 | -100 | -85 | -87 | -77 | -83 | -84 | -85 | -85 |
| G | 1723689971.160 | 219.064 | 112.082 | 42.672 | -85 | -100 | -85 | -77 | -78 | -80 | -80 | -100 |
| H | 1723689742.143 | 140.948 | 41.735 | 42.672 | -86 | -77 | -86 | -84 | -77 | -80 | -85 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723689920.145
- **Target RSSI fingerprint:** [-84, -83, -88, -75, -88, -87, -91, -82]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
166.4208359891288,
100.61600685119629,
42.672000000000004
] | 8 |
42,441 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723698149.169 | 108.683 | 64.839 | 51.816 | -100 | -100 | -71 | -77 | -75 | -75 | -73 | -72 |
| B | 1723698051.135 | 116.325 | 41.098 | 51.816 | -72 | -82 | -76 | -74 | -79 | -74 | -71 | -75 |
| C | 1723698256.142 | 56.040 | 65.728 | 51.816 | -82 | -84 | -76 | -81 | -78 | -79 | -77 | -72 |
| D | 1723698431.153 | 55.191 | 66.923 | 51.816 | -81 | -82 | -76 | -83 | -80 | -78 | -77 | -73 |
| E | 1723698334.122 | 69.625 | 45.849 | 51.816 | -79 | -78 | -76 | -76 | -79 | -76 | -70 | -65 |
| F | 1723698050.143 | 120.570 | 43.275 | 51.816 | -70 | -78 | -77 | -73 | -73 | -75 | -70 | -71 |
| G | 1723698436.149 | 41.605 | 60.115 | 51.816 | -71 | -74 | -100 | -74 | -76 | -76 | -77 | -66 |
| H | 1723698279.152 | 33.114 | 17.742 | 51.816 | -83 | -72 | -79 | -77 | -77 | -78 | -81 | -73 |
| I | 1723697928.140 | 33.963 | 14.836 | 51.816 | -82 | -78 | -79 | -75 | -78 | -78 | -83 | -73 |
| J | 1723697980.148 | 80.663 | 52.020 | 51.816 | -69 | -77 | -100 | -76 | -75 | -69 | -68 | -61 |
| K | 1723697919.140 | 12.736 | 58.124 | 51.816 | -83 | -81 | -73 | -100 | -79 | -74 | -76 | -80 |
| L | 1723697957.166 | 122.268 | 45.982 | 51.816 | -80 | -73 | -80 | -78 | -72 | -76 | -73 | -77 |
| M | 1723698082.141 | 54.341 | 68.661 | 51.816 | -77 | -83 | -100 | -77 | -76 | -76 | -68 | -66 |
| N | 1723698004.129 | 16.982 | 50.613 | 51.816 | -100 | -76 | -79 | -77 | -72 | -71 | -77 | -64 |
| O | 1723698049.156 | 123.117 | 44.681 | 51.816 | -74 | -81 | -83 | -83 | -76 | -75 | -73 | -75 |
| P | 1723698033.140 | 97.645 | 90.398 | 51.816 | -76 | -100 | -80 | -81 | -84 | -76 | -73 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723697996.148
- **Target RSSI fingerprint:** [-100, -80, -73, -80, -80, -75, -81, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
28.86891870474447,
26.77962303161621,
51.816
] | 16 |
44,553 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723691346.136 | 227.555 | 94.366 | 51.816 | -78 | -82 | -79 | -82 | -82 | -77 | -83 | -78 |
| B | 1723691818.141 | 178.308 | 81.148 | 51.816 | -79 | -75 | -80 | -80 | -76 | -78 | -79 | -79 |
| C | 1723691484.142 | 129.061 | 44.442 | 51.816 | -100 | -73 | -83 | -81 | -81 | -81 | -71 | -67 |
| D | 1723691863.155 | 169.817 | 24.829 | 51.816 | -78 | -100 | -90 | -83 | -80 | -74 | -78 | -74 |
| E | 1723691519.171 | 180.006 | 71.474 | 51.816 | -78 | -100 | -85 | -85 | -74 | -74 | -81 | -81 |
| F | 1723691645.135 | 233.499 | 91.420 | 51.816 | -82 | -100 | -80 | -84 | -78 | -86 | -73 | -83 |
| G | 1723691879.161 | 137.552 | 10.656 | 51.816 | -77 | -79 | -83 | -79 | -80 | -74 | -75 | -74 |
| H | 1723691505.141 | 157.930 | 107.172 | 51.816 | -76 | -73 | -82 | -78 | -78 | -77 | -81 | -80 |
| I | 1723691501.204 | 146.892 | 95.374 | 51.816 | -83 | -73 | -100 | -84 | -79 | -77 | -80 | -80 |
| J | 1723691522.168 | 186.799 | 58.390 | 51.816 | -77 | -100 | -86 | -82 | -74 | -72 | -82 | -81 |
| K | 1723691682.143 | 132.457 | 35.127 | 51.816 | -100 | -78 | -79 | -77 | -77 | -82 | -69 | -68 |
| L | 1723691340.129 | 225.008 | 90.292 | 51.816 | -78 | -75 | -75 | -77 | -78 | -80 | -77 | -78 |
| M | 1723691680.145 | 136.703 | 25.625 | 51.816 | -100 | -78 | -85 | -79 | -78 | -80 | -70 | -67 |
| N | 1723691455.155 | 199.535 | 52.484 | 51.816 | -77 | -100 | -79 | -84 | -85 | -74 | -76 | -73 |
| O | 1723691615.140 | 167.270 | 68.488 | 51.816 | -80 | -76 | -82 | -80 | -77 | -75 | -76 | -75 |
| P | 1723691759.132 | 205.479 | 141.369 | 51.816 | -77 | -72 | -71 | -86 | -78 | -79 | -76 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691689.145
- **Target RSSI fingerprint:** [-100, -75, -76, -78, -83, -81, -69, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
117.17385567983216,
63.857059478759766,
51.816
] | 16 |
35,087 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723693092.147 | 123.117 | 60.871 | 60.960 | -78 | -76 | -100 | -72 | -71 | -75 | -69 | -63 |
| B | 1723693184.139 | 140.948 | 79.795 | 60.960 | -100 | -83 | -71 | -80 | -79 | -77 | -78 | -68 |
| C | 1723693508.176 | 158.779 | 98.440 | 60.960 | -81 | -75 | -80 | -81 | -79 | -73 | -75 | -68 |
| D | 1723693290.149 | 118.023 | 57.819 | 60.960 | -82 | -83 | -81 | -75 | -72 | -76 | -71 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693429.162
- **Target RSSI fingerprint:** [-72, -74, -78, -74, -81, -66, -77, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
209.72421364534569,
100.25770664215088,
60.96
] | 4 |
26,321 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725939293.141 | 57.737 | 46.101 | 42.672 | -77 | -78 | -77 | -73 | -72 | -74 | -75 | -59 |
| B | 1725939744.160 | 12.736 | 85.886 | 42.672 | -77 | -65 | -100 | -100 | -66 | -72 | -70 | -63 |
| C | 1725939380.187 | 101.039 | 31.053 | 42.672 | -75 | -85 | -78 | -77 | -74 | -78 | -77 | -60 |
| D | 1725939798.146 | 94.247 | 29.089 | 42.672 | -83 | -85 | -77 | -67 | -75 | -70 | -74 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939311.143
- **Target RSSI fingerprint:** [-88, -86, -71, -73, -86, -69, -73, -82]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
23.77390458298819,
18.167147636413574,
42.672000000000004
] | 4 |
9,064 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723008150.166 | 129.907 | 90.331 | 51.816 | -80 | -79 | -100 | -76 | -85 | -69 | -80 | -62 |
| B | 1723007956.159 | 147.737 | 2.548 | 51.816 | -74 | -74 | -65 | -88 | -68 | -91 | -86 | -77 |
| C | 1723008246.145 | 21.227 | 51.476 | 51.816 | -67 | -82 | -76 | -75 | -67 | -75 | -73 | -62 |
| D | 1723008053.158 | 123.114 | 8.719 | 51.816 | -85 | -81 | -71 | -73 | -79 | -72 | -80 | -80 |
| E | 1723008256.167 | 46.698 | 9.090 | 51.816 | -71 | -82 | -100 | -77 | -69 | -80 | -70 | -72 |
| F | 1723008314.156 | 97.642 | 41.815 | 51.816 | -77 | -77 | -79 | -86 | -78 | -88 | -86 | -82 |
| G | 1723007934.162 | 140.095 | 73.518 | 51.816 | -88 | -78 | -80 | -86 | -85 | -79 | -84 | -84 |
| H | 1723008447.136 | 49.246 | 84.851 | 51.816 | -78 | -78 | -73 | -81 | -79 | -85 | -80 | -62 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008225.139
- **Target RSSI fingerprint:** [-81, -81, -77, -82, -76, -88, -73, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
39.90592387628501,
84.65174198150635,
51.816
] | 8 |
287 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731994391.205 | 22.925 | 49.167 | 51.816 | -76 | -73 | -86 | -75 | -84 | -65 | -75 | -70 |
| B | 1731994297.219 | 33.963 | 95.613 | 51.816 | -90 | -80 | -73 | -77 | -78 | -75 | -69 | -64 |
| C | 1731994586.236 | 24.623 | 47.866 | 51.816 | -74 | -78 | -85 | -74 | -84 | -68 | -79 | -70 |
| D | 1731994443.228 | 84.906 | 32.141 | 51.816 | -100 | -100 | -74 | -78 | -68 | -67 | -69 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994422.232
- **Target RSSI fingerprint:** [-86, -80, -83, -86, -76, -76, -73, -63]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
104.43469889405193,
88.93807411193848,
51.816
] | 4 |
26,342 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725942805.155 | 35.661 | 8.214 | 60.960 | -77 | -100 | -100 | -85 | -80 | -100 | -69 | -100 |
| B | 1725943012.147 | 12.736 | 87.239 | 60.960 | -79 | -73 | -75 | -67 | -74 | -71 | -78 | -75 |
| C | 1725943009.171 | 10.189 | 72.350 | 60.960 | -80 | -73 | -78 | -67 | -78 | -72 | -78 | -74 |
| D | 1725943441.172 | 73.020 | 72.058 | 60.960 | -79 | -76 | -76 | -83 | -78 | -67 | -77 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943002.168
- **Target RSSI fingerprint:** [-78, -72, -77, -76, -73, -70, -75, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
2.547203976578451,
32.738022804260254,
60.96
] | 4 |
9,803 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723010391.154 | 89.152 | 44.097 | 60.960 | -85 | -78 | -80 | -88 | -83 | -75 | -83 | -70 |
| B | 1723010204.143 | 10.189 | 83.139 | 60.960 | -73 | -84 | -85 | -72 | -72 | -82 | -86 | -86 |
| C | 1723010144.131 | 153.680 | 11.426 | 60.960 | -86 | -82 | -87 | -89 | -76 | -84 | -75 | -67 |
| D | 1723010048.155 | 97.642 | 9.196 | 60.960 | -77 | -78 | -72 | -78 | -85 | -73 | -74 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010469.144
- **Target RSSI fingerprint:** [-76, -69, -73, -70, -79, -78, -100, -100]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
167.26525635191453,
50.493788719177246,
60.96
] | 4 |
35,470 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724127099.150 | 47.549 | 63.207 | 42.672 | -85 | -89 | -84 | -82 | -78 | -74 | -81 | -64 |
| B | 1724126865.154 | 98.494 | 22.772 | 42.672 | -85 | -100 | -100 | -84 | -90 | -89 | -73 | -85 |
| C | 1724127195.138 | 32.265 | 52.259 | 42.672 | -82 | -86 | -79 | -100 | -100 | -69 | -69 | -64 |
| D | 1724126837.137 | 47.549 | 64.733 | 42.672 | -83 | -89 | -81 | -80 | -77 | -75 | -81 | -65 |
| E | 1724127148.152 | 131.608 | 62.225 | 42.672 | -76 | -82 | -83 | -83 | -87 | -100 | -78 | -87 |
| F | 1724127167.130 | 101.041 | 21.365 | 42.672 | -91 | -92 | -85 | -84 | -92 | -100 | -79 | -79 |
| G | 1724126850.145 | 77.267 | 67.905 | 42.672 | -73 | -75 | -100 | -100 | -71 | -82 | -100 | -76 |
| H | 1724127019.145 | 41.605 | 63.393 | 42.672 | -100 | -87 | -77 | -76 | -76 | -74 | -70 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724126893.137
- **Target RSSI fingerprint:** [-83, -72, -86, -82, -69, -100, -87, -100]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
114.62661102872548,
92.57415771484375,
42.672000000000004
] | 8 |
17,094 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723009988.154 | 55.189 | 85.886 | 60.960 | -86 | -74 | -68 | -83 | -69 | -100 | -83 | -74 |
| B | 1723009810.147 | 139.246 | 6.237 | 60.960 | -74 | -85 | -89 | -72 | -100 | -58 | -66 | -82 |
| C | 1723009818.146 | 100.189 | 5.746 | 60.960 | -77 | -88 | -87 | -79 | -100 | -70 | -70 | -83 |
| D | 1723009868.180 | 7.642 | 72.987 | 60.960 | -75 | -75 | -75 | -77 | -70 | -79 | -71 | -74 |
| E | 1723010373.154 | 146.039 | 37.303 | 60.960 | -84 | -89 | -86 | -86 | -83 | -76 | -81 | -78 |
| F | 1723009962.154 | 22.925 | 47.694 | 60.960 | -89 | -82 | -80 | -79 | -68 | -76 | -76 | -70 |
| G | 1723010287.147 | 75.567 | 67.360 | 60.960 | -84 | -81 | -86 | -78 | -73 | -75 | -77 | -69 |
| H | 1723010169.159 | 83.208 | 42.717 | 60.960 | -74 | -79 | -81 | -75 | -77 | -67 | -71 | -78 |
| I | 1723009979.149 | 12.736 | 85.329 | 60.960 | -85 | -75 | -72 | -84 | -82 | -83 | -79 | -73 |
| J | 1723010213.146 | 55.189 | 84.798 | 60.960 | -81 | -77 | -70 | -82 | -66 | -100 | -82 | -70 |
| K | 1723010392.149 | 84.906 | 44.389 | 60.960 | -80 | -81 | -86 | -80 | -80 | -68 | -73 | -80 |
| L | 1723010223.248 | 103.586 | 86.908 | 60.960 | -88 | -78 | -72 | -86 | -81 | -80 | -87 | -85 |
| M | 1723010276.145 | 97.642 | 7.962 | 60.960 | -89 | -86 | -90 | -89 | -81 | -72 | -88 | -71 |
| N | 1723010179.155 | 33.962 | 41.669 | 60.960 | -87 | -81 | -87 | -81 | -70 | -67 | -77 | -71 |
| O | 1723009987.183 | 50.944 | 85.236 | 60.960 | -86 | -74 | -69 | -83 | -71 | -100 | -82 | -73 |
| P | 1723010064.151 | 69.623 | 79.158 | 60.960 | -78 | -78 | -80 | -75 | -65 | -73 | -79 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723009758.166
- **Target RSSI fingerprint:** [-71, -86, -85, -72, -100, -78, -80, -86]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
203.77493159624103,
12.580318450927734,
60.96
] | 16 |
31,509 | **[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 | 1724127149.138 | 134.156 | 57.647 | 42.672 | -100 | -74 | -89 | -86 | -87 | -83 | -83 | -76 |
| B | 1724126799.146 | 104.438 | 23.807 | 42.672 | -85 | -92 | -100 | -87 | -100 | -87 | -91 | -85 |
| C | 1724126873.142 | 127.363 | 38.272 | 42.672 | -86 | -86 | -91 | -91 | -83 | -77 | -75 | -82 |
| D | 1724126699.134 | 138.401 | 47.189 | 42.672 | -85 | -82 | -89 | -89 | -78 | -80 | -70 | -77 |
| E | 1724126761.166 | 77.267 | 47.309 | 42.672 | -100 | -86 | -91 | -66 | -84 | -78 | -83 | -80 |
| F | 1724127004.175 | 41.605 | 27.098 | 42.672 | -80 | -100 | -67 | -65 | -68 | -100 | -81 | -53 |
| G | 1724127057.133 | 129.910 | 39.838 | 42.672 | -86 | -87 | -90 | -92 | -84 | -75 | -77 | -86 |
| H | 1724127086.119 | 103.588 | 92.495 | 42.672 | -82 | -90 | -100 | -85 | -85 | -85 | -85 | -85 |
| I | 1724127019.145 | 41.605 | 63.393 | 42.672 | -84 | -100 | -82 | -65 | -77 | -76 | -76 | -70 |
| J | 1724126952.169 | 109.532 | 61.628 | 42.672 | -100 | -86 | -91 | -90 | -86 | -84 | -78 | -82 |
| K | 1724127136.143 | 106.985 | 60.911 | 42.672 | -100 | -88 | -89 | -91 | -86 | -81 | -81 | -78 |
| L | 1724126975.133 | 140.099 | 40.501 | 42.672 | -73 | -89 | -100 | -100 | -86 | -82 | -82 | -84 |
| M | 1724127020.146 | 45.851 | 65.848 | 42.672 | -86 | -100 | -84 | -65 | -85 | -80 | -76 | -84 |
| N | 1724126673.159 | 90.852 | 39.307 | 42.672 | -73 | -75 | -82 | -80 | -83 | -74 | -83 | -81 |
| O | 1724126773.128 | 129.061 | 72.138 | 42.672 | -100 | -83 | -86 | -100 | -85 | -77 | -79 | -77 |
| P | 1724126748.131 | 43.303 | 30.256 | 42.672 | -100 | -79 | -59 | -80 | -69 | -70 | -84 | -55 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724127145.126
- **Target RSSI fingerprint:** [-100, -83, -87, -86, -85, -85, -83, -89]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
127.36290114302831,
70.17375946044922,
42.672000000000004
] | 16 |
6,968 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723006789.167 | 11.887 | 79.755 | 42.672 | -87 | -79 | -78 | -79 | -79 | -84 | -87 | -82 |
| B | 1723006029.148 | 207.171 | 1.792 | 42.672 | -83 | -100 | -89 | -72 | -100 | -96 | -99 | -84 |
| C | 1723006871.142 | 109.529 | 39.984 | 42.672 | -81 | -84 | -85 | -75 | -100 | -84 | -89 | -82 |
| D | 1723006281.143 | 151.982 | 24.325 | 42.672 | -80 | -77 | -83 | -69 | -79 | -73 | -70 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006536.159
- **Target RSSI fingerprint:** [-88, -87, -91, -81, -82, -79, -79, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
89.15153243606248,
24.735984802246094,
42.672000000000004
] | 4 |
13,059 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723004886.161 | 17.830 | 24.789 | 60.960 | -74 | -79 | -80 | -77 | -81 | -82 | -72 | -78 |
| B | 1723004520.150 | 27.170 | 43.806 | 60.960 | -100 | -76 | -84 | -73 | -73 | -85 | -88 | -78 |
| C | 1723004806.140 | 133.303 | 23.781 | 60.960 | -77 | -79 | -78 | -81 | -77 | -66 | -70 | -65 |
| D | 1723004452.156 | 21.227 | 15.818 | 60.960 | -74 | -80 | -80 | -76 | -78 | -84 | -73 | -68 |
| E | 1723004857.139 | 50.944 | 89.243 | 60.960 | -87 | -80 | -89 | -83 | -82 | -84 | -86 | -71 |
| F | 1723004579.148 | 128.208 | 66.896 | 60.960 | -85 | -87 | -84 | -86 | -86 | -67 | -72 | -60 |
| G | 1723004581.148 | 129.907 | 57.248 | 60.960 | -81 | -83 | -83 | -82 | -82 | -67 | -71 | -100 |
| H | 1723004628.148 | 67.925 | 83.033 | 60.960 | -88 | -79 | -89 | -83 | -73 | -86 | -79 | -71 |
| I | 1723004419.136 | 61.982 | 90.637 | 60.960 | -87 | -80 | -87 | -78 | -79 | -88 | -86 | -67 |
| J | 1723004710.146 | 126.510 | 38.590 | 60.960 | -87 | -77 | -85 | -75 | -76 | -73 | -75 | -72 |
| K | 1723004534.163 | 5.094 | 67.812 | 60.960 | -84 | -89 | -73 | -84 | -88 | -74 | -79 | -77 |
| L | 1723004794.165 | 127.359 | 85.037 | 60.960 | -89 | -89 | -87 | -89 | -89 | -69 | -74 | -65 |
| M | 1723004338.150 | 93.397 | 36.878 | 60.960 | -79 | -83 | -75 | -84 | -78 | -68 | -74 | -76 |
| N | 1723004799.163 | 129.907 | 59.000 | 60.960 | -81 | -100 | -82 | -84 | -83 | -66 | -70 | -59 |
| O | 1723004749.157 | 10.189 | 51.436 | 60.960 | -83 | -78 | -78 | -78 | -72 | -84 | -78 | -72 |
| P | 1723004984.136 | 17.830 | 88.434 | 60.960 | -81 | -89 | -81 | -84 | -86 | -78 | -70 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004339.148
- **Target RSSI fingerprint:** [-81, -83, -77, -87, -86, -68, -71, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
95.94403031229508,
41.44339084625244,
60.96
] | 16 |
13,702 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723003381.178 | 131.605 | 11.930 | 51.816 | -78 | -84 | -78 | -80 | -83 | -76 | -72 | -78 |
| B | 1723003098.152 | 68.774 | 92.269 | 51.816 | -87 | -74 | -84 | -80 | -71 | -72 | -70 | -73 |
| C | 1723003161.146 | 123.114 | 11.678 | 51.816 | -83 | -100 | -80 | -79 | -84 | -79 | -74 | -74 |
| D | 1723003022.390 | 78.114 | 93.623 | 51.816 | -91 | -79 | -79 | -86 | -76 | -82 | -68 | -72 |
| E | 1723002946.154 | 134.152 | 12.514 | 51.816 | -74 | -81 | -76 | -78 | -82 | -78 | -71 | -78 |
| F | 1723003261.162 | 126.510 | 68.754 | 51.816 | -85 | -79 | -78 | -86 | -92 | -64 | -71 | -71 |
| G | 1723002570.154 | 72.170 | 2.893 | 51.816 | -90 | -75 | -89 | -90 | -88 | -100 | -87 | -81 |
| H | 1723002974.151 | 79.812 | 46.898 | 51.816 | -85 | -100 | -80 | -87 | -74 | -82 | -87 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723003247.144
- **Target RSSI fingerprint:** [-81, -76, -74, -84, -82, -78, -68, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
107.8309014851397,
94.14006233215332,
51.816
] | 8 |
8,279 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723003488.169 | 93.397 | 40.780 | 51.816 | -82 | -100 | -81 | -83 | -84 | -70 | -74 | -62 |
| B | 1723003236.142 | 52.642 | 91.539 | 51.816 | -85 | -84 | -79 | -83 | -85 | -69 | -69 | -77 |
| C | 1723003486.154 | 97.642 | 49.379 | 51.816 | -86 | -100 | -82 | -85 | -84 | -71 | -75 | -60 |
| D | 1723002882.163 | 60.283 | 90.889 | 51.816 | -82 | -88 | -89 | -84 | -83 | -85 | -81 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723003207.190
- **Target RSSI fingerprint:** [-84, -77, -89, -74, -73, -83, -87, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
13.584995462694765,
43.16854000091553,
51.816
] | 4 |
5,953 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723009892.154 | 60.283 | 6.569 | 60.960 | -100 | -77 | -85 | -64 | -73 | -71 | -74 | -66 |
| B | 1723010165.182 | 102.737 | 43.208 | 60.960 | -77 | -88 | -76 | -82 | -71 | -84 | -71 | -71 |
| C | 1723009820.164 | 97.642 | 5.229 | 60.960 | -82 | -86 | -80 | -77 | -72 | -79 | -71 | -70 |
| D | 1723010244.155 | 146.039 | 40.156 | 60.960 | -70 | -69 | -75 | -67 | -75 | -73 | -77 | -79 |
| E | 1723009921.156 | 151.133 | 22.613 | 60.960 | -78 | -88 | -80 | -73 | -85 | -74 | -81 | -65 |
| F | 1723010290.144 | 70.472 | 81.255 | 60.960 | -84 | -87 | -85 | -70 | -77 | -69 | -78 | -76 |
| G | 1723010297.158 | 65.378 | 85.475 | 60.960 | -84 | -82 | -81 | -75 | -71 | -77 | -75 | -79 |
| H | 1723009866.142 | 2.547 | 79.529 | 60.960 | -81 | -81 | -84 | -68 | -85 | -77 | -83 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010263.161
- **Target RSSI fingerprint:** [-79, -89, -84, -100, -71, -86, -67, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
126.51027003266631,
5.2948808670043945,
60.96
] | 8 |
8,178 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731994444.202 | 81.510 | 28.797 | 51.816 | -85 | -86 | -79 | -83 | -72 | -76 | -73 | -76 |
| B | 1731994281.230 | 5.094 | 56.479 | 51.816 | -91 | -100 | -79 | -76 | -83 | -89 | -74 | -70 |
| C | 1731994508.245 | 79.812 | 39.360 | 51.816 | -86 | -77 | -84 | -81 | -83 | -79 | -77 | -70 |
| D | 1731994851.234 | 65.378 | 10.484 | 51.816 | -81 | -75 | -76 | -78 | -73 | -67 | -71 | -75 |
| E | 1731994827.217 | 125.661 | 69.630 | 51.816 | -82 | -88 | -77 | -83 | -73 | -69 | -72 | -75 |
| F | 1731994763.240 | 21.227 | 76.676 | 51.816 | -91 | -89 | -83 | -78 | -83 | -84 | -78 | -70 |
| G | 1731994943.218 | 78.114 | 1.101 | 51.816 | -99 | -93 | -102 | -98 | -97 | -95 | -97 | -92 |
| H | 1731994928.218 | 65.378 | 5.109 | 51.816 | -98 | -80 | -88 | -96 | -93 | -100 | -87 | -95 |
| I | 1731994389.233 | 21.227 | 50.693 | 51.816 | -81 | -84 | -87 | -76 | -86 | -68 | -80 | -72 |
| J | 1731994261.229 | 61.133 | 17.809 | 51.816 | -90 | -89 | -82 | -84 | -82 | -85 | -82 | -79 |
| K | 1731994489.222 | 10.189 | 91.459 | 51.816 | -89 | -89 | -75 | -85 | -85 | -81 | -73 | -75 |
| L | 1731994436.211 | 111.227 | 58.363 | 51.816 | -81 | -86 | -74 | -83 | -68 | -69 | -70 | -69 |
| M | 1731994186.226 | 63.680 | 7.299 | 51.816 | -100 | -85 | -100 | -85 | -96 | -96 | -98 | -82 |
| N | 1731994485.208 | 10.189 | 87.518 | 51.816 | -88 | -100 | -81 | -84 | -80 | -74 | -81 | -75 |
| O | 1731994779.215 | 24.623 | 54.143 | 51.816 | -80 | -91 | -88 | -74 | -82 | -68 | -76 | -68 |
| P | 1731994758.231 | 40.755 | 93.702 | 51.816 | -88 | -88 | -85 | -85 | -77 | -79 | -78 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994823.211
- **Target RSSI fingerprint:** [-88, -84, -83, -88, -83, -82, -80, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
123.96313852464702,
73.5975170135498,
51.816
] | 16 |
31,601 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723693126.167 | 186.799 | 44.575 | 60.960 | -100 | -83 | -80 | -100 | -72 | -82 | -80 | -80 |
| B | 1723693288.138 | 121.419 | 50.600 | 60.960 | -81 | -84 | -78 | -71 | -81 | -71 | -75 | -63 |
| C | 1723693339.151 | 210.573 | 62.795 | 60.960 | -71 | -77 | -73 | -73 | -75 | -73 | -63 | -65 |
| D | 1723693642.138 | 228.404 | 84.546 | 60.960 | -80 | -74 | -74 | -100 | -79 | -83 | -83 | -100 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693545.150
- **Target RSSI fingerprint:** [-79, -69, -79, -74, -80, -74, -63, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
226.70593134942226,
80.88295459747314,
60.96
] | 4 |
38,528 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724129725.115 | 11.038 | 111.524 | 60.960 | -100 | -85 | -100 | -93 | -94 | -100 | -96 | -83 |
| B | 1724129872.173 | 113.778 | 26.527 | 60.960 | -81 | -82 | -78 | -78 | -75 | -70 | -69 | -77 |
| C | 1724129910.111 | 95.947 | 84.055 | 60.960 | -78 | -83 | -84 | -82 | -77 | -70 | -76 | -61 |
| D | 1724130130.137 | 65.380 | 34.914 | 60.960 | -83 | -84 | -85 | -82 | -75 | -82 | -69 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724129723.138
- **Target RSSI fingerprint:** [-100, -90, -100, -87, -95, -100, -99, -85]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
10.189031931391654,
112.81148433685303,
60.96
] | 4 |
42,499 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723698099.157 | 25.473 | 36.215 | 51.816 | -83 | -78 | -100 | -75 | -76 | -78 | -76 | -73 |
| B | 1723698137.137 | 123.967 | 47.163 | 51.816 | -78 | -79 | -80 | -84 | -79 | -77 | -81 | -78 |
| C | 1723698295.150 | 67.078 | 16.694 | 51.816 | -70 | -79 | -75 | -82 | -73 | -73 | -79 | -71 |
| D | 1723698195.152 | 61.983 | 72.151 | 51.816 | -83 | -72 | -75 | -81 | -76 | -74 | -80 | -72 |
| E | 1723698480.148 | 11.038 | 61.774 | 51.816 | -76 | -82 | -83 | -75 | -73 | -78 | -72 | -74 |
| F | 1723697966.224 | 116.325 | 60.725 | 51.816 | -78 | -76 | -66 | -73 | -77 | -67 | -80 | -70 |
| G | 1723698421.140 | 70.474 | 39.201 | 51.816 | -76 | -74 | -76 | -81 | -74 | -71 | -71 | -68 |
| H | 1723698423.163 | 64.531 | 49.618 | 51.816 | -78 | -74 | -77 | -74 | -76 | -69 | -62 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698192.141
- **Target RSSI fingerprint:** [-86, -77, -74, -82, -76, -73, -73, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
47.548807278402656,
65.02485275268555,
51.816
] | 8 |
27,438 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725943115.155 | 45.850 | 11.877 | 60.960 | -77 | -68 | -77 | -80 | -71 | -69 | -68 | -72 |
| B | 1725942976.148 | 57.737 | 16.362 | 60.960 | -74 | -77 | -72 | -74 | -78 | -77 | -73 | -66 |
| C | 1725942803.158 | 33.963 | 5.852 | 60.960 | -100 | -100 | -100 | -100 | -80 | -82 | -73 | -100 |
| D | 1725943034.151 | 55.189 | 87.691 | 60.960 | -74 | -79 | -73 | -69 | -77 | -71 | -78 | -68 |
| E | 1725943233.161 | 50.944 | 87.545 | 60.960 | -75 | -78 | -74 | -69 | -78 | -76 | -80 | -69 |
| F | 1725943604.181 | 36.510 | 11.665 | 60.960 | -100 | -100 | -100 | -100 | -71 | -68 | -60 | -100 |
| G | 1725943107.162 | 5.943 | 17.623 | 60.960 | -82 | -70 | -78 | -80 | -78 | -75 | -74 | -82 |
| H | 1725943105.148 | 0.849 | 18.857 | 60.960 | -74 | -76 | -76 | -77 | -77 | -71 | -71 | -79 |
| I | 1725943456.158 | 106.983 | 40.368 | 60.960 | -73 | -71 | -73 | -76 | -74 | -78 | -78 | -61 |
| J | 1725943067.149 | 87.454 | 24.444 | 60.960 | -74 | -72 | -75 | -76 | -72 | -76 | -72 | -69 |
| K | 1725943477.158 | 53.491 | 42.611 | 60.960 | -74 | -72 | -73 | -71 | -77 | -75 | -74 | -70 |
| L | 1725943272.157 | 65.378 | 33.853 | 60.960 | -73 | -73 | -71 | -72 | -76 | -74 | -71 | -69 |
| M | 1725943248.153 | 104.435 | 43.102 | 60.960 | -74 | -77 | -69 | -70 | -77 | -74 | -71 | -60 |
| N | 1725943003.179 | 3.396 | 38.232 | 60.960 | -71 | -75 | -74 | -70 | -77 | -71 | -76 | -69 |
| O | 1725943225.146 | 22.925 | 112.082 | 60.960 | -77 | -77 | -83 | -75 | -80 | -76 | -82 | -74 |
| P | 1725943255.396 | 106.133 | 32.619 | 60.960 | -73 | -79 | -72 | -74 | -72 | -80 | -78 | -59 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943139.158
- **Target RSSI fingerprint:** [-73, -71, -71, -74, -76, -76, -74, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
104.43536303971649,
32.379722595214844,
60.96
] | 16 |
35,420 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724130303.121 | 43.303 | 26.474 | 60.960 | -73 | -77 | -77 | -68 | -75 | -78 | -74 | -69 |
| B | 1724130115.126 | 36.511 | 45.133 | 60.960 | -75 | -75 | -75 | -70 | -73 | -75 | -72 | -74 |
| C | 1724130280.130 | 76.418 | 77.579 | 60.960 | -78 | -79 | -83 | -83 | -79 | -77 | -70 | -62 |
| D | 1724130386.138 | 27.171 | 66.936 | 60.960 | -76 | -82 | -81 | -82 | -77 | -75 | -80 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724129839.158
- **Target RSSI fingerprint:** [-100, -75, -85, -78, -81, -71, -78, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
48.39790167411036,
62.17172145843506,
60.96
] | 4 |
22,700 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725937654.141 | 34.812 | 12.288 | 30.480 | -82 | -81 | -75 | -83 | -80 | -84 | -74 | -78 |
| B | 1725937868.146 | 55.189 | 28.200 | 30.480 | -84 | -84 | -75 | -82 | -84 | -73 | -81 | -76 |
| C | 1725938148.143 | 20.378 | 120.906 | 30.480 | -75 | -76 | -100 | -79 | -77 | -84 | -66 | -64 |
| D | 1725937603.140 | 95.945 | 19.083 | 30.480 | -85 | -85 | -61 | -84 | -83 | -60 | -81 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725937641.149
- **Target RSSI fingerprint:** [-85, -84, -76, -84, -81, -70, -79, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
53.49128441388705,
29.19483184814453,
30.48
] | 4 |
25,930 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725937878.158 | 45.850 | 11.426 | 30.480 | -76 | -83 | -83 | -76 | -83 | -85 | -79 | -70 |
| B | 1725937822.143 | 97.643 | 10.789 | 30.480 | -77 | -84 | -84 | -76 | -77 | -74 | -78 | -71 |
| C | 1725937903.156 | 6.793 | 68.196 | 30.480 | -71 | -67 | -73 | -100 | -60 | -64 | -48 | -57 |
| D | 1725938055.132 | 98.492 | 25.108 | 30.480 | -74 | -84 | -81 | -76 | -80 | -62 | -79 | -74 |
| E | 1725937779.164 | 4.245 | 32.950 | 30.480 | -100 | -65 | -65 | -63 | -68 | -75 | -63 | -54 |
| F | 1725937872.177 | 51.793 | 12.050 | 30.480 | -79 | -83 | -82 | -79 | -81 | -77 | -79 | -71 |
| G | 1725938225.149 | 4.245 | 50.600 | 30.480 | -72 | -76 | -81 | -71 | -71 | -70 | -65 | -60 |
| H | 1725938194.146 | 104.435 | 18.472 | 30.480 | -71 | -85 | -85 | -76 | -85 | -70 | -84 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725937643.139
- **Target RSSI fingerprint:** [-78, -86, -83, -76, -85, -73, -83, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
51.79314840074778,
19.13588523864746,
30.48
] | 8 |
30,976 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724127283.134 | 1.698 | 118.491 | 42.672 | -100 | -100 | -100 | -100 | -100 | -99 | -91 | -85 |
| B | 1724126895.153 | 112.928 | 94.777 | 42.672 | -84 | -82 | -80 | -69 | -68 | -80 | -83 | -100 |
| C | 1724126882.142 | 139.250 | 45.000 | 42.672 | -78 | -85 | -74 | -100 | -73 | -84 | -80 | -86 |
| D | 1724126943.140 | 67.927 | 42.452 | 42.672 | -100 | -89 | -100 | -100 | -100 | -78 | -81 | -64 |
| E | 1724126834.154 | 33.963 | 57.819 | 42.672 | -100 | -84 | -85 | -86 | -77 | -81 | -85 | -67 |
| F | 1724126736.142 | 30.567 | 53.573 | 42.672 | -82 | -100 | -83 | -86 | -82 | -80 | -74 | -64 |
| G | 1724127208.173 | 6.793 | 110.609 | 42.672 | -82 | -80 | -89 | -78 | -100 | -82 | -79 | -67 |
| H | 1724126990.133 | 67.927 | 6.768 | 42.672 | -83 | -85 | -85 | -86 | -100 | -100 | -70 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724127152.124
- **Target RSSI fingerprint:** [-82, -75, -71, -86, -84, -74, -81, -100]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
140.94827726495132,
44.946770668029785,
42.672000000000004
] | 8 |
26,337 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725941216.157 | 61.982 | 66.140 | 51.816 | -74 | -75 | -78 | -79 | -78 | -75 | -75 | -62 |
| B | 1725941371.155 | 90.001 | 17.650 | 51.816 | -84 | -78 | -80 | -84 | -74 | -74 | -67 | -70 |
| C | 1725940643.166 | 46.699 | 20.861 | 51.816 | -100 | -100 | -100 | -98 | -100 | -85 | -89 | -100 |
| D | 1725940763.152 | 61.133 | 15.261 | 51.816 | -86 | -81 | -75 | -83 | -66 | -73 | -71 | -69 |
| E | 1725941446.240 | 35.661 | 28.160 | 51.816 | -100 | -100 | -100 | -71 | -100 | -65 | -70 | -100 |
| F | 1725941058.153 | 13.585 | 93.742 | 51.816 | -77 | -71 | -72 | -54 | -68 | -70 | -65 | -68 |
| G | 1725941256.157 | 8.491 | 72.549 | 51.816 | -87 | -75 | -73 | -64 | -77 | -78 | -73 | -73 |
| H | 1725941231.161 | 51.793 | 22.931 | 51.816 | -88 | -80 | -87 | -78 | -74 | -76 | -73 | -86 |
| I | 1725940761.147 | 51.793 | 17.769 | 51.816 | -89 | -82 | -74 | -85 | -68 | -72 | -76 | -83 |
| J | 1725941200.156 | 87.454 | 69.789 | 51.816 | -74 | -79 | -79 | -76 | -75 | -79 | -76 | -71 |
| K | 1725941308.172 | 107.832 | 36.679 | 51.816 | -77 | -73 | -82 | -84 | -78 | -79 | -77 | -59 |
| L | 1725941173.146 | 94.247 | 16.575 | 51.816 | -78 | -75 | -77 | -78 | -66 | -69 | -72 | -68 |
| M | 1725941185.151 | 103.586 | 35.724 | 51.816 | -82 | -76 | -71 | -85 | -70 | -75 | -73 | -63 |
| N | 1725940802.163 | 71.322 | 77.764 | 51.816 | -71 | -70 | -80 | -75 | -71 | -76 | -72 | -68 |
| O | 1725941236.156 | 27.170 | 27.164 | 51.816 | -85 | -80 | -75 | -86 | -74 | -77 | -74 | -72 |
| P | 1725940770.156 | 97.643 | 2.548 | 51.816 | -84 | -81 | -75 | -84 | -70 | -74 | -76 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725940882.160
- **Target RSSI fingerprint:** [-73, -78, -73, -84, -78, -76, -80, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
64.5291712164919,
91.49925708770752,
51.816
] | 16 |
40,467 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724123697.160 | 3.396 | 57.620 | 60.960 | -100 | -101 | -100 | -95 | -88 | -95 | -100 | -83 |
| B | 1724123054.150 | 15.284 | 42.824 | 60.960 | -71 | -76 | -74 | -76 | -69 | -75 | -78 | -78 |
| C | 1724123608.114 | 8.491 | 52.856 | 60.960 | -79 | -79 | -76 | -77 | -78 | -74 | -86 | -78 |
| D | 1724123114.141 | 60.285 | 40.753 | 60.960 | -80 | -79 | -74 | -77 | -79 | -80 | -70 | -63 |
| E | 1724123513.142 | 90.003 | 88.208 | 60.960 | -78 | -80 | -82 | -77 | -83 | -76 | -74 | -65 |
| F | 1724123352.118 | 115.476 | 45.040 | 60.960 | -85 | -71 | -79 | -78 | -83 | -74 | -74 | -73 |
| G | 1724123105.132 | 100.192 | 61.336 | 60.960 | -83 | -78 | -76 | -76 | -84 | -78 | -77 | -62 |
| H | 1724123572.155 | 16.133 | 49.591 | 60.960 | -85 | -100 | -82 | -100 | -77 | -80 | -75 | -67 |
| I | 1724123064.139 | 33.114 | 4.618 | 60.960 | -79 | -79 | -72 | -75 | -71 | -78 | -76 | -76 |
| J | 1724123436.151 | 93.399 | 34.901 | 60.960 | -83 | -73 | -83 | -76 | -84 | -78 | -75 | -68 |
| K | 1724123489.139 | 8.491 | 43.792 | 60.960 | -100 | -84 | -74 | -76 | -63 | -76 | -100 | -63 |
| L | 1724123197.148 | 67.927 | 25.041 | 60.960 | -79 | -86 | -80 | -78 | -73 | -79 | -72 | -65 |
| M | 1724123218.139 | 21.227 | 47.999 | 60.960 | -81 | -100 | -80 | -78 | -80 | -77 | -71 | -65 |
| N | 1724123511.132 | 87.456 | 86.178 | 60.960 | -69 | -82 | -80 | -71 | -79 | -74 | -73 | -66 |
| O | 1724123349.165 | 109.532 | 56.014 | 60.960 | -83 | -79 | -74 | -78 | -82 | -79 | -70 | -70 |
| P | 1724123463.124 | 79.814 | 49.008 | 60.960 | -85 | -78 | -81 | -78 | -84 | -79 | -70 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123189.127
- **Target RSSI fingerprint:** [-82, -75, -83, -78, -81, -77, -69, -63]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
75.56863966104696,
21.1397123336792,
60.96
] | 16 |
35,027 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723696491.129 | 122.268 | 41.815 | 42.672 | -83 | -78 | -76 | -78 | -76 | -83 | -85 | -92 |
| B | 1723696432.142 | 31.416 | 24.126 | 42.672 | -84 | -80 | -77 | -77 | -83 | -62 | -81 | -78 |
| C | 1723696892.180 | 29.718 | 21.458 | 42.672 | -88 | -86 | -77 | -72 | -77 | -76 | -82 | -74 |
| D | 1723696806.155 | 46.700 | 63.034 | 42.672 | -83 | -75 | -76 | -86 | -85 | -69 | -80 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696907.139
- **Target RSSI fingerprint:** [-82, -100, -100, -68, -70, -73, -77, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
35.661605310713455,
14.278926849365234,
42.672000000000004
] | 4 |
31,600 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723693126.167 | 186.799 | 44.575 | 60.960 | -100 | -83 | -80 | -100 | -72 | -82 | -80 | -80 |
| B | 1723693537.147 | 203.781 | 57.686 | 60.960 | -80 | -82 | -83 | -75 | -78 | -75 | -63 | -65 |
| C | 1723693288.138 | 121.419 | 50.600 | 60.960 | -81 | -84 | -78 | -71 | -81 | -71 | -75 | -63 |
| D | 1723693805.162 | 0.000 | 67.772 | 60.960 | -92 | -100 | -94 | -100 | -103 | -100 | -93 | -79 |
| E | 1723693339.151 | 210.573 | 62.795 | 60.960 | -71 | -77 | -73 | -73 | -75 | -73 | -63 | -65 |
| F | 1723693270.147 | 147.741 | 1.765 | 60.960 | -83 | -82 | -77 | -77 | -70 | -75 | -80 | -76 |
| G | 1723693642.138 | 228.404 | 84.546 | 60.960 | -80 | -74 | -74 | -100 | -79 | -83 | -83 | -100 |
| H | 1723693573.143 | 184.252 | 116.726 | 60.960 | -83 | -75 | -81 | -78 | -79 | -82 | -87 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693545.150
- **Target RSSI fingerprint:** [-79, -69, -79, -74, -80, -74, -63, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
226.70593134942226,
80.88295459747314,
60.96
] | 8 |
12,644 | **[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 | 1723010335.156 | 45.849 | 7.272 | 60.960 | -75 | -82 | -81 | -68 | -63 | -67 | -73 | -100 |
| B | 1723009933.163 | 135.850 | 46.672 | 60.960 | -72 | -89 | -85 | -71 | -77 | -71 | -81 | -66 |
| C | 1723010033.158 | 151.133 | 8.241 | 60.960 | -77 | -86 | -81 | -69 | -100 | -66 | -86 | -59 |
| D | 1723010220.139 | 89.152 | 86.377 | 60.960 | -84 | -70 | -78 | -83 | -61 | -84 | -76 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010048.155
- **Target RSSI fingerprint:** [-78, -78, -100, -72, -74, -73, -85, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
97.64215472319883,
9.196372032165527,
60.96
] | 4 |
39,956 | **[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 | 1723689929.160 | 133.306 | 71.076 | 42.672 | -85 | -78 | -88 | -79 | -100 | -77 | -78 | -75 |
| B | 1723690140.153 | 137.552 | 49.817 | 42.672 | -82 | -75 | -75 | -86 | -75 | -77 | -80 | -79 |
| C | 1723689700.156 | 215.668 | 125.325 | 42.672 | -83 | -77 | -77 | -67 | -84 | -80 | -82 | -73 |
| D | 1723689744.154 | 143.496 | 36.945 | 42.672 | -88 | -87 | -81 | -76 | -73 | -77 | -81 | -84 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723690012.136
- **Target RSSI fingerprint:** [-79, -100, -86, -80, -80, -88, -78, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
156.23180521428415,
1.685338020324707,
42.672000000000004
] | 4 |
39,657 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723689914.147 | 188.497 | 120.455 | 42.672 | -100 | -100 | -74 | -100 | -70 | -71 | -80 | -79 |
| B | 1723689595.143 | 82.361 | 47.110 | 42.672 | -80 | -83 | -81 | -80 | -75 | -76 | -73 | -80 |
| C | 1723690079.154 | 217.366 | 71.554 | 42.672 | -88 | -84 | -90 | -84 | -100 | -100 | -86 | -92 |
| D | 1723690003.143 | 184.252 | 30.801 | 42.672 | -82 | -89 | -86 | -86 | -100 | -100 | -75 | -76 |
| E | 1723689848.153 | 163.024 | 104.876 | 42.672 | -85 | -89 | -100 | -100 | -75 | -74 | -83 | -87 |
| F | 1723690009.156 | 162.175 | 8.400 | 42.672 | -83 | -87 | -89 | -91 | -100 | -100 | -82 | -81 |
| G | 1723689922.126 | 158.779 | 94.074 | 42.672 | -100 | -85 | -82 | -78 | -75 | -74 | -80 | -90 |
| H | 1723690078.153 | 213.970 | 68.011 | 42.672 | -89 | -85 | -83 | -84 | -100 | -100 | -80 | -80 |
| I | 1723689904.190 | 207.177 | 137.481 | 42.672 | -84 | -85 | -66 | -80 | -74 | -73 | -81 | -72 |
| J | 1723690251.134 | 12.736 | 68.037 | 42.672 | -75 | -81 | -100 | -100 | -89 | -79 | -70 | -74 |
| K | 1723689760.147 | 181.704 | 74.526 | 42.672 | -100 | -80 | -80 | -83 | -78 | -82 | -80 | -78 |
| L | 1723689681.151 | 223.310 | 74.234 | 42.672 | -90 | -87 | -91 | -90 | -100 | -100 | -85 | -91 |
| M | 1723689697.182 | 222.461 | 112.599 | 42.672 | -83 | -76 | -67 | -68 | -73 | -75 | -100 | -71 |
| N | 1723690143.156 | 143.496 | 39.413 | 42.672 | -73 | -87 | -86 | -77 | -79 | -83 | -82 | -87 |
| O | 1723689585.157 | 33.963 | 68.077 | 42.672 | -78 | -81 | -100 | -81 | -80 | -75 | -69 | -75 |
| P | 1723690058.137 | 174.063 | 86.549 | 42.672 | -86 | -84 | -81 | -78 | -72 | -76 | -82 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723689983.151
- **Target RSSI fingerprint:** [-86, -86, -85, -78, -88, -90, -100, -89]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
235.19679371932995,
92.18931674957275,
42.672000000000004
] | 16 |
17,640 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723006421.147 | 107.831 | 38.922 | 42.672 | -82 | -88 | -84 | -84 | -100 | -90 | -77 | -83 |
| B | 1723006537.153 | 86.604 | 29.394 | 42.672 | -87 | -79 | -87 | -89 | -82 | -79 | -80 | -67 |
| C | 1723006799.157 | 3.396 | 75.601 | 42.672 | -84 | -81 | -80 | -76 | -74 | -82 | -81 | -73 |
| D | 1723006452.147 | 4.245 | 71.939 | 42.672 | -87 | -85 | -82 | -77 | -74 | -88 | -83 | -81 |
| E | 1723006449.148 | 11.887 | 59.186 | 42.672 | -75 | -82 | -84 | -77 | -100 | -100 | -74 | -73 |
| F | 1723006949.154 | 151.133 | 69.789 | 42.672 | -87 | -79 | -84 | -86 | -79 | -72 | -78 | -79 |
| G | 1723006577.183 | 9.340 | 66.206 | 42.672 | -80 | -79 | -79 | -73 | -77 | -81 | -84 | -81 |
| H | 1723006543.137 | 75.567 | 58.018 | 42.672 | -85 | -85 | -90 | -89 | -83 | -80 | -81 | -76 |
| I | 1723006337.169 | 30.566 | 82.091 | 42.672 | -82 | -100 | -83 | -75 | -70 | -80 | -72 | -65 |
| J | 1723006258.159 | 149.435 | 68.276 | 42.672 | -83 | -89 | -78 | -82 | -76 | -83 | -80 | -86 |
| K | 1723006950.165 | 154.529 | 65.980 | 42.672 | -84 | -75 | -72 | -84 | -76 | -70 | -74 | -71 |
| L | 1723006244.154 | 199.530 | 18.273 | 42.672 | -79 | -82 | -81 | -86 | -80 | -78 | -77 | -81 |
| M | 1723006921.169 | 61.132 | 84.718 | 42.672 | -85 | -71 | -86 | -89 | -72 | -67 | -100 | -75 |
| N | 1723006395.154 | 155.378 | 6.622 | 42.672 | -84 | -75 | -87 | -85 | -82 | -72 | -80 | -79 |
| O | 1723006638.157 | 145.190 | 40.223 | 42.672 | -90 | -93 | -89 | -93 | -83 | -88 | -81 | -81 |
| P | 1723006249.151 | 181.699 | 35.896 | 42.672 | -83 | -85 | -89 | -85 | -81 | -77 | -76 | -84 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006751.163
- **Target RSSI fingerprint:** [-80, -87, -75, -79, -100, -92, -76, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
97.64215457283034,
5.135636329650879,
42.672000000000004
] | 16 |
2,956 | **[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 | 1722828686.144 | 58.585 | 71.023 | 42.672 | -87 | -81 | -84 | -70 | -80 | -76 | -76 | -73 |
| B | 1722828666.168 | 4.245 | 60.725 | 42.672 | -86 | -87 | -82 | -100 | -87 | -79 | -91 | -78 |
| C | 1722828836.173 | 69.623 | 7.392 | 42.672 | -98 | -94 | -101 | -86 | -86 | -92 | -92 | -93 |
| D | 1722828543.157 | 60.283 | 108.379 | 42.672 | -97 | -84 | -81 | -84 | -81 | -90 | -78 | -78 |
| E | 1722829007.145 | 123.963 | 68.143 | 42.672 | -91 | -75 | -81 | -78 | -85 | -87 | -78 | -79 |
| F | 1722828923.148 | 90.850 | 101.731 | 42.672 | -97 | -92 | -78 | -85 | -86 | -89 | -77 | -76 |
| G | 1722828691.158 | 80.661 | 51.741 | 42.672 | -89 | -91 | -81 | -86 | -90 | -76 | -89 | -80 |
| H | 1722828827.148 | 88.303 | 20.888 | 42.672 | -85 | -91 | -82 | -66 | -77 | -80 | -72 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828967.166
- **Target RSSI fingerprint:** [-79, -86, -86, -88, -86, -75, -89, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
13.585000991219514,
52.6568603515625,
42.672000000000004
] | 8 |
26,503 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725937889.159 | 0.000 | 19.932 | 30.480 | -70 | -76 | -79 | -81 | -68 | -78 | -79 | -53 |
| B | 1725937779.164 | 4.245 | 32.950 | 30.480 | -64 | -65 | -65 | -75 | -63 | -68 | -63 | -54 |
| C | 1725938259.158 | 78.114 | 6.794 | 30.480 | -84 | -82 | -81 | -100 | -75 | -79 | -77 | -65 |
| D | 1725937980.131 | 57.737 | 40.130 | 30.480 | -80 | -100 | -80 | -62 | -74 | -78 | -74 | -69 |
| E | 1725938168.158 | 72.171 | 79.529 | 30.480 | -79 | -82 | -81 | -68 | -100 | -83 | -82 | -74 |
| F | 1725938076.132 | 63.680 | 76.185 | 30.480 | -71 | -75 | -72 | -69 | -79 | -76 | -82 | -75 |
| G | 1725938099.144 | 54.340 | 7.909 | 30.480 | -83 | -81 | -83 | -84 | -77 | -85 | -79 | -67 |
| H | 1725938097.143 | 54.340 | 8.214 | 30.480 | -78 | -82 | -78 | -80 | -71 | -78 | -74 | -64 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725938023.171
- **Target RSSI fingerprint:** [-81, -78, -81, -100, -66, -75, -73, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
45.0006043481907,
13.615407943725586,
30.48
] | 8 |
14,930 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723003365.144 | 55.189 | 10.696 | 51.816 | -82 | -84 | -81 | -74 | -82 | -100 | -70 | -66 |
| B | 1723002873.155 | 68.774 | 85.368 | 51.816 | -83 | -86 | -75 | -79 | -71 | -71 | -71 | -65 |
| C | 1723003078.148 | 78.114 | 13.615 | 51.816 | -86 | -87 | -85 | -81 | -88 | -85 | -82 | -78 |
| D | 1723002824.151 | 127.359 | 67.400 | 51.816 | -79 | -85 | -81 | -87 | -85 | -64 | -74 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723003495.145
- **Target RSSI fingerprint:** [-81, -83, -77, -76, -75, -74, -71, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
76.41559947765805,
10.589761734008789,
51.816
] | 4 |
39,130 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724123052.131 | 11.038 | 51.250 | 60.960 | -75 | -83 | -77 | -79 | -75 | -81 | -69 | -79 |
| B | 1724123280.165 | 98.494 | 60.234 | 60.960 | -81 | -100 | -79 | -76 | -84 | -77 | -82 | -66 |
| C | 1724123132.132 | 12.736 | 34.264 | 60.960 | -78 | -75 | -74 | -78 | -79 | -79 | -67 | -71 |
| D | 1724123321.131 | 26.322 | 52.431 | 60.960 | -81 | -74 | -80 | -78 | -79 | -76 | -77 | -68 |
| E | 1724123122.147 | 24.623 | 22.958 | 60.960 | -71 | -71 | -100 | -77 | -78 | -74 | -70 | -63 |
| F | 1724123703.120 | 0.849 | 63.273 | 60.960 | -100 | -87 | -100 | -87 | -86 | -100 | -76 | -73 |
| G | 1724123185.131 | 92.550 | 31.159 | 60.960 | -73 | -100 | -82 | -76 | -75 | -67 | -81 | -61 |
| H | 1724123227.135 | 11.038 | 40.514 | 60.960 | -78 | -71 | -100 | -100 | -81 | -78 | -78 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123449.140
- **Target RSSI fingerprint:** [-100, -100, -74, -76, -78, -77, -81, -62]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
106.13572986102102,
54.36873912811279,
60.96
] | 8 |
21,231 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731994624.240 | 104.435 | 67.958 | 51.816 | -84 | -86 | -81 | -89 | -80 | -87 | -80 | -66 |
| B | 1731994433.242 | 120.567 | 68.714 | 51.816 | -89 | -100 | -75 | -83 | -73 | -70 | -71 | -76 |
| C | 1731994154.237 | 75.567 | 3.198 | 51.816 | -89 | -100 | -104 | -93 | -93 | -102 | -102 | -92 |
| D | 1731994564.209 | 28.868 | 83.842 | 51.816 | -82 | -83 | -81 | -80 | -86 | -72 | -76 | -74 |
| E | 1731994692.241 | 32.264 | 90.491 | 51.816 | -90 | -81 | -77 | -80 | -80 | -85 | -71 | -66 |
| F | 1731994383.226 | 10.189 | 62.119 | 51.816 | -86 | -81 | -84 | -76 | -80 | -75 | -75 | -72 |
| G | 1731994611.194 | 84.906 | 97.736 | 51.816 | -80 | -77 | -87 | -88 | -79 | -78 | -75 | -76 |
| H | 1731994622.223 | 101.038 | 71.766 | 51.816 | -87 | -86 | -84 | -90 | -81 | -88 | -79 | -67 |
| I | 1731994681.228 | 22.925 | 89.442 | 51.816 | -92 | -83 | -86 | -88 | -81 | -83 | -88 | -74 |
| J | 1731994183.224 | 63.680 | 7.949 | 51.816 | -100 | -100 | -93 | -86 | -95 | -97 | -92 | -83 |
| K | 1731994324.207 | 116.322 | 64.746 | 51.816 | -85 | -92 | -84 | -87 | -82 | -77 | -81 | -72 |
| L | 1731994779.215 | 24.623 | 54.143 | 51.816 | -92 | -89 | -88 | -74 | -82 | -68 | -76 | -68 |
| M | 1731994397.210 | 30.566 | 51.317 | 51.816 | -92 | -78 | -85 | -84 | -88 | -80 | -74 | -77 |
| N | 1731994507.217 | 77.265 | 41.669 | 51.816 | -84 | -92 | -82 | -81 | -82 | -79 | -78 | -70 |
| O | 1731994477.228 | 3.396 | 57.726 | 51.816 | -85 | -75 | -81 | -84 | -89 | -87 | -77 | -76 |
| P | 1731994679.211 | 16.132 | 81.865 | 51.816 | -91 | -78 | -76 | -84 | -87 | -83 | -73 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994451.223
- **Target RSSI fingerprint:** [-78, -100, -80, -80, -77, -73, -75, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
65.37781963286179,
15.738668441772461,
51.816
] | 16 |
32,038 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724129791.127 | 18.680 | 98.625 | 60.960 | -72 | -71 | -100 | -69 | -100 | -69 | -100 | -68 |
| B | 1724130505.136 | 0.000 | 122.977 | 60.960 | -88 | -97 | -97 | -100 | -100 | -95 | -89 | -86 |
| C | 1724130386.138 | 27.171 | 66.936 | 60.960 | -70 | -81 | -82 | -80 | -80 | -82 | -75 | -63 |
| D | 1724129818.138 | 61.134 | 1.805 | 60.960 | -81 | -81 | -79 | -81 | -71 | -78 | -66 | -80 |
| E | 1724130197.149 | 33.963 | 44.456 | 60.960 | -74 | -82 | -74 | -79 | -79 | -77 | -67 | -66 |
| F | 1724130076.122 | 133.307 | 66.524 | 60.960 | -100 | -81 | -74 | -83 | -81 | -78 | -72 | -64 |
| G | 1724130479.136 | 0.849 | 120.787 | 60.960 | -68 | -81 | -100 | -90 | -100 | -90 | -98 | -65 |
| H | 1724129899.137 | 118.872 | 92.534 | 60.960 | -100 | -84 | -74 | -81 | -78 | -80 | -70 | -62 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724130240.125
- **Target RSSI fingerprint:** [-83, -79, -72, -76, -70, -73, -67, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
105.28666329104709,
23.448758125305176,
60.96
] | 8 |
27,621 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725939513.153 | 23.774 | 17.769 | 42.672 | -73 | -88 | -74 | -75 | -77 | -78 | -76 | -79 |
| B | 1725939434.146 | 23.774 | 21.365 | 42.672 | -100 | -82 | -100 | -72 | -100 | -100 | -100 | -73 |
| C | 1725939644.149 | 59.435 | 10.590 | 42.672 | -100 | -88 | -64 | -77 | -72 | -75 | -69 | -81 |
| D | 1725939308.145 | 39.057 | 15.261 | 42.672 | -71 | -86 | -68 | -73 | -72 | -74 | -63 | -74 |
| E | 1725939479.142 | 77.265 | 69.285 | 42.672 | -76 | -72 | -75 | -78 | -78 | -69 | -76 | -70 |
| F | 1725939574.145 | 102.737 | 52.352 | 42.672 | -74 | -67 | -79 | -76 | -81 | -74 | -74 | -60 |
| G | 1725939829.162 | 2.547 | 41.775 | 42.672 | -75 | -85 | -77 | -79 | -76 | -77 | -74 | -67 |
| H | 1725939525.148 | 2.547 | 26.222 | 42.672 | -72 | -85 | -71 | -69 | -66 | -75 | -71 | -77 |
| I | 1725939216.154 | 47.548 | 16.747 | 42.672 | -100 | -83 | -100 | -100 | -65 | -68 | -71 | -100 |
| J | 1725939761.161 | 39.057 | 107.172 | 42.672 | -76 | -72 | -76 | -77 | -75 | -75 | -73 | -69 |
| K | 1725939795.146 | 103.586 | 26.129 | 42.672 | -84 | -83 | -80 | -82 | -78 | -75 | -75 | -75 |
| L | 1725939367.134 | 88.303 | 61.561 | 42.672 | -74 | -67 | -80 | -72 | -78 | -77 | -78 | -63 |
| M | 1725939797.150 | 97.643 | 27.072 | 42.672 | -70 | -85 | -71 | -79 | -78 | -76 | -69 | -62 |
| N | 1725939607.138 | 22.925 | 60.168 | 42.672 | -72 | -81 | -78 | -74 | -75 | -74 | -77 | -65 |
| O | 1725939357.149 | 53.491 | 95.281 | 42.672 | -73 | -68 | -73 | -74 | -73 | -69 | -67 | -67 |
| P | 1725939693.156 | 61.982 | 70.081 | 42.672 | -76 | -70 | -76 | -76 | -74 | -75 | -73 | -62 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939563.135
- **Target RSSI fingerprint:** [-77, -74, -79, -76, -79, -79, -76, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
65.37823760321753,
86.2441873550415,
42.672000000000004
] | 16 |
8,130 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723004535.383 | 3.396 | 72.748 | 60.960 | -75 | -86 | -87 | -84 | -75 | -77 | -83 | -78 |
| B | 1723004198.128 | 75.567 | 3.225 | 60.960 | -100 | -94 | -93 | -85 | -100 | -94 | -85 | -79 |
| C | 1723004769.137 | 39.057 | 89.164 | 60.960 | -87 | -80 | -81 | -85 | -77 | -70 | -82 | -72 |
| D | 1723004713.167 | 125.661 | 50.029 | 60.960 | -84 | -79 | -79 | -82 | -81 | -74 | -71 | -63 |
| E | 1723004391.158 | 77.265 | 7.193 | 60.960 | -80 | -78 | -80 | -80 | -75 | -85 | -71 | -65 |
| F | 1723004692.170 | 95.944 | 12.116 | 60.960 | -77 | -72 | -70 | -70 | -81 | -70 | -66 | -100 |
| G | 1723004410.134 | 67.925 | 80.790 | 60.960 | -86 | -80 | -76 | -84 | -81 | -77 | -75 | -70 |
| H | 1723004608.161 | 74.717 | 8.082 | 60.960 | -80 | -74 | -71 | -75 | -79 | -85 | -68 | -100 |
| I | 1723004705.142 | 129.907 | 15.792 | 60.960 | -81 | -87 | -85 | -86 | -75 | -76 | -80 | -80 |
| J | 1723004737.162 | 34.812 | 45.531 | 60.960 | -87 | -85 | -80 | -70 | -84 | -88 | -77 | -77 |
| K | 1723004804.135 | 132.454 | 33.786 | 60.960 | -79 | -84 | -84 | -84 | -67 | -73 | -84 | -67 |
| L | 1723004866.144 | 5.943 | 86.417 | 60.960 | -85 | -85 | -85 | -81 | -87 | -87 | -82 | -81 |
| M | 1723004901.164 | 49.246 | 11.731 | 60.960 | -75 | -87 | -84 | -77 | -74 | -73 | -83 | -59 |
| N | 1723004942.137 | 105.284 | 47.043 | 60.960 | -85 | -85 | -81 | -83 | -73 | -85 | -78 | -73 |
| O | 1723004494.170 | 127.359 | 44.482 | 60.960 | -88 | -77 | -84 | -84 | -82 | -77 | -81 | -64 |
| P | 1723004625.181 | 69.623 | 67.705 | 60.960 | -89 | -79 | -88 | -84 | -76 | -75 | -82 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004562.147
- **Target RSSI fingerprint:** [-82, -87, -87, -87, -83, -69, -85, -63]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
98.49121695775425,
94.35238838195801,
60.96
] | 16 |
21,615 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725941107.189 | 102.737 | 29.805 | 51.816 | -80 | -80 | -78 | -78 | -84 | -81 | -81 | -59 |
| B | 1725941155.152 | 4.245 | 27.722 | 51.816 | -100 | -84 | -76 | -74 | -76 | -67 | -74 | -74 |
| C | 1725941259.157 | 11.887 | 86.908 | 51.816 | -100 | -85 | -72 | -76 | -55 | -79 | -73 | -68 |
| D | 1725941438.150 | 44.152 | 30.389 | 51.816 | -69 | -83 | -100 | -100 | -66 | -75 | -60 | -100 |
| E | 1725941443.159 | 38.208 | 28.637 | 51.816 | -71 | -100 | -100 | -100 | -72 | -64 | -70 | -100 |
| F | 1725940773.142 | 106.983 | 0.000 | 51.816 | -100 | -86 | -71 | -69 | -85 | -76 | -76 | -74 |
| G | 1725940892.149 | 101.039 | 57.700 | 51.816 | -79 | -66 | -73 | -79 | -74 | -72 | -80 | -61 |
| H | 1725941238.153 | 16.981 | 29.128 | 51.816 | -75 | -86 | -75 | -71 | -80 | -74 | -66 | -73 |
| I | 1725941145.147 | 1.698 | 44.588 | 51.816 | -79 | -80 | -78 | -75 | -78 | -77 | -80 | -64 |
| J | 1725941440.150 | 43.302 | 30.469 | 51.816 | -77 | -84 | -100 | -100 | -61 | -74 | -71 | -100 |
| K | 1725941283.139 | 55.189 | 100.165 | 51.816 | -68 | -73 | -74 | -77 | -81 | -76 | -80 | -68 |
| L | 1725941012.140 | 65.378 | 83.378 | 51.816 | -70 | -65 | -78 | -69 | -80 | -72 | -71 | -62 |
| M | 1725940798.162 | 85.756 | 63.976 | 51.816 | -77 | -76 | -79 | -74 | -76 | -79 | -75 | -70 |
| N | 1725941134.160 | 8.491 | 74.274 | 51.816 | -72 | -70 | -79 | -67 | -55 | -69 | -68 | -62 |
| O | 1725941305.163 | 109.530 | 48.410 | 51.816 | -79 | -82 | -78 | -80 | -82 | -76 | -80 | -77 |
| P | 1725940822.168 | 54.340 | 23.873 | 51.816 | -76 | -81 | -76 | -75 | -84 | -76 | -74 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725940763.152
- **Target RSSI fingerprint:** [-100, -86, -75, -66, -83, -73, -71, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
61.132899047202855,
15.260934829711914,
51.816
] | 16 |
8,200 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723009627.199 | 204.624 | 3.610 | 60.960 | -87 | -81 | -88 | -90 | -100 | -90 | -92 | -79 |
| B | 1723010167.165 | 93.397 | 42.996 | 60.960 | -87 | -76 | -80 | -85 | -80 | -75 | -71 | -70 |
| C | 1723009918.152 | 151.982 | 10.776 | 60.960 | -86 | -87 | -100 | -86 | -85 | -88 | -88 | -68 |
| D | 1723010234.145 | 129.907 | 87.067 | 60.960 | -82 | -86 | -79 | -85 | -81 | -81 | -76 | -81 |
| E | 1723009623.150 | 199.530 | 3.119 | 60.960 | -90 | -94 | -81 | -91 | -100 | -89 | -92 | -91 |
| F | 1723010335.156 | 45.849 | 7.272 | 60.960 | -82 | -75 | -63 | -79 | -73 | -68 | -67 | -100 |
| G | 1723010445.143 | 100.189 | 86.722 | 60.960 | -71 | -83 | -80 | -76 | -84 | -86 | -86 | -73 |
| H | 1723010120.179 | 70.472 | 9.276 | 60.960 | -79 | -83 | -80 | -76 | -75 | -80 | -78 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010169.159
- **Target RSSI fingerprint:** [-81, -74, -77, -79, -78, -75, -71, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
83.2080970684651,
42.717347145080566,
60.96
] | 8 |
28,137 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725943498.168 | 4.245 | 41.417 | 60.960 | -74 | -70 | -73 | -76 | -77 | -74 | -71 | -64 |
| B | 1725943094.155 | 5.943 | 45.770 | 60.960 | -75 | -68 | -73 | -76 | -76 | -74 | -74 | -64 |
| C | 1725943640.164 | 36.510 | 8.772 | 60.960 | -100 | -100 | -100 | -100 | -84 | -85 | -84 | -100 |
| D | 1725943137.169 | 103.586 | 24.192 | 60.960 | -71 | -74 | -72 | -78 | -76 | -66 | -74 | -67 |
| E | 1725942941.155 | 106.133 | 39.771 | 60.960 | -71 | -72 | -73 | -66 | -74 | -68 | -74 | -68 |
| F | 1725943257.162 | 104.435 | 23.741 | 60.960 | -73 | -75 | -75 | -80 | -73 | -80 | -74 | -59 |
| G | 1725942897.156 | 34.812 | 18.963 | 60.960 | -100 | -100 | -72 | -63 | -72 | -73 | -67 | -100 |
| H | 1725942800.164 | 32.265 | 2.216 | 60.960 | -100 | -100 | -100 | -100 | -100 | -100 | -100 | -100 |
| I | 1725943316.158 | 50.944 | 11.187 | 60.960 | -81 | -81 | -79 | -73 | -76 | -71 | -76 | -72 |
| J | 1725943082.162 | 22.076 | 56.174 | 60.960 | -79 | -73 | -74 | -75 | -78 | -78 | -77 | -73 |
| K | 1725943012.147 | 12.736 | 87.239 | 60.960 | -76 | -71 | -73 | -75 | -79 | -78 | -74 | -75 |
| L | 1725943459.170 | 105.284 | 25.121 | 60.960 | -72 | -73 | -76 | -79 | -73 | -78 | -77 | -59 |
| M | 1725942935.147 | 101.888 | 18.021 | 60.960 | -75 | -77 | -73 | -77 | -76 | -77 | -75 | -69 |
| N | 1725942948.166 | 100.190 | 43.925 | 60.960 | -82 | -84 | -100 | -78 | -70 | -78 | -78 | -84 |
| O | 1725943272.157 | 65.378 | 33.853 | 60.960 | -71 | -72 | -73 | -73 | -76 | -71 | -74 | -69 |
| P | 1725943455.165 | 106.983 | 44.509 | 60.960 | -74 | -75 | -72 | -71 | -77 | -77 | -80 | -61 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943435.162
- **Target RSSI fingerprint:** [-74, -68, -74, -78, -80, -78, -72, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
49.24594354718339,
90.87554931640625,
60.96
] | 16 |
30,060 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723689849.156 | 163.874 | 105.420 | 42.672 | -67 | -82 | -82 | -85 | -75 | -85 | -77 | -88 |
| B | 1723689805.168 | 178.308 | 23.064 | 42.672 | -100 | -100 | -84 | -78 | -100 | -80 | -100 | -74 |
| C | 1723689855.151 | 167.270 | 98.400 | 42.672 | -66 | -74 | -85 | -79 | -71 | -80 | -71 | -100 |
| D | 1723689812.136 | 157.930 | 2.482 | 42.672 | -100 | -100 | -88 | -90 | -100 | -76 | -100 | -79 |
| E | 1723689658.137 | 175.761 | 86.589 | 42.672 | -73 | -76 | -100 | -100 | -67 | -79 | -64 | -100 |
| F | 1723689638.143 | 128.212 | 69.683 | 42.672 | -100 | -80 | -78 | -76 | -86 | -80 | -83 | -81 |
| G | 1723689830.151 | 125.665 | 60.155 | 42.672 | -100 | -77 | -88 | -83 | -70 | -68 | -68 | -67 |
| H | 1723689617.152 | 155.383 | 15.938 | 42.672 | -100 | -89 | -87 | -85 | -100 | -72 | -100 | -77 |
| I | 1723689973.167 | 222.461 | 114.656 | 42.672 | -83 | -85 | -80 | -73 | -73 | -100 | -70 | -77 |
| J | 1723690173.153 | 221.611 | 114.444 | 42.672 | -82 | -80 | -78 | -76 | -75 | -100 | -73 | -78 |
| K | 1723689966.162 | 200.384 | 94.896 | 42.672 | -70 | -78 | -85 | -86 | -80 | -100 | -75 | -86 |
| L | 1723689980.159 | 228.404 | 104.584 | 42.672 | -81 | -73 | -86 | -78 | -86 | -100 | -82 | -82 |
| M | 1723689829.149 | 127.363 | 56.107 | 42.672 | -100 | -78 | -86 | -83 | -71 | -66 | -68 | -66 |
| N | 1723689690.124 | 236.895 | 87.969 | 42.672 | -68 | -100 | -88 | -89 | -100 | -83 | -100 | -82 |
| O | 1723689983.151 | 235.197 | 92.189 | 42.672 | -71 | -88 | -86 | -85 | -90 | -100 | -88 | -89 |
| P | 1723690217.146 | 160.477 | 0.000 | 42.672 | -100 | -100 | -87 | -86 | -100 | -72 | -100 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723690248.150
- **Target RSSI fingerprint:** [-100, -100, -81, -100, -76, -74, -85, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
21.227147447592955,
64.06938552856445,
42.672000000000004
] | 16 |
25,951 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725937881.147 | 33.114 | 13.761 | 30.480 | -82 | -80 | -78 | -81 | -84 | -76 | -74 | -72 |
| B | 1725937595.147 | 96.794 | 9.077 | 30.480 | -81 | -87 | -82 | -84 | -72 | -84 | -82 | -71 |
| C | 1725938212.158 | 27.170 | 55.364 | 30.480 | -64 | -63 | -64 | -64 | -62 | -63 | -61 | -59 |
| D | 1725938175.133 | 95.945 | 56.346 | 30.480 | -80 | -81 | -80 | -82 | -67 | -75 | -68 | -70 |
| E | 1725937669.149 | 1.698 | 28.717 | 30.480 | -69 | -70 | -71 | -69 | -79 | -75 | -69 | -67 |
| F | 1725937756.150 | 55.189 | 40.183 | 30.480 | -100 | -100 | -81 | -78 | -61 | -75 | -69 | -63 |
| G | 1725937688.148 | 13.585 | 97.551 | 30.480 | -67 | -76 | -72 | -70 | -65 | -70 | -47 | -59 |
| H | 1725938096.155 | 54.340 | 8.918 | 30.480 | -83 | -83 | -83 | -85 | -76 | -80 | -75 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725937901.161
- **Target RSSI fingerprint:** [-78, -65, -70, -74, -65, -60, -48, -58]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
6.792544052557086,
61.402039527893066,
30.48
] | 8 |
1,140 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722828875.143 | 33.963 | 87.465 | 42.672 | -85 | -100 | -100 | -77 | -88 | -100 | -76 | -75 |
| B | 1722828682.146 | 40.755 | 85.846 | 42.672 | -88 | -87 | -85 | -82 | -83 | -73 | -78 | -77 |
| C | 1722828339.164 | 67.076 | 8.148 | 42.672 | -97 | -88 | -86 | -92 | -84 | -85 | -87 | -88 |
| D | 1722828746.182 | 45.000 | 92.269 | 42.672 | -88 | -81 | -75 | -80 | -82 | -85 | -87 | -77 |
| E | 1722828426.155 | 65.378 | 10.218 | 42.672 | -102 | -83 | -89 | -103 | -95 | -88 | -83 | -97 |
| F | 1722829093.161 | 64.529 | 8.029 | 42.672 | -103 | -100 | -80 | -99 | -89 | -86 | -82 | -97 |
| G | 1722828878.157 | 39.906 | 84.546 | 42.672 | -88 | -87 | -87 | -81 | -90 | -79 | -79 | -77 |
| H | 1722828542.145 | 63.680 | 111.299 | 42.672 | -85 | -82 | -77 | -80 | -88 | -85 | -90 | -77 |
| I | 1722828586.159 | 49.246 | 53.626 | 42.672 | -82 | -87 | -89 | -83 | -91 | -77 | -79 | -73 |
| J | 1722828978.157 | 22.925 | 46.526 | 42.672 | -84 | -85 | -80 | -90 | -85 | -81 | -81 | -77 |
| K | 1722828802.149 | 102.737 | 91.114 | 42.672 | -88 | -82 | -84 | -84 | -75 | -75 | -87 | -75 |
| L | 1722828770.161 | 25.472 | 40.687 | 42.672 | -83 | -100 | -100 | -85 | -81 | -100 | -73 | -72 |
| M | 1722828525.164 | 99.340 | 83.630 | 42.672 | -89 | -83 | -84 | -86 | -94 | -81 | -88 | -75 |
| N | 1722828971.162 | 21.227 | 47.840 | 42.672 | -80 | -85 | -85 | -86 | -85 | -72 | -76 | -74 |
| O | 1722828941.158 | 51.793 | 99.461 | 42.672 | -89 | -80 | -83 | -82 | -83 | -88 | -83 | -80 |
| P | 1722828791.181 | 85.755 | 79.808 | 42.672 | -88 | -100 | -100 | -86 | -81 | -100 | -72 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828745.148
- **Target RSSI fingerprint:** [-87, -82, -78, -81, -82, -86, -84, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
49.24562859317074,
95.81212997436523,
42.672000000000004
] | 16 |
19,945 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723003158.148 | 108.680 | 11.267 | 51.816 | -77 | -75 | -74 | -100 | -72 | -73 | -69 | -62 |
| B | 1723003033.146 | 123.963 | 94.804 | 51.816 | -86 | -75 | -86 | -78 | -85 | -80 | -71 | -64 |
| C | 1723003269.184 | 131.605 | 28.146 | 51.816 | -82 | -84 | -81 | -73 | -78 | -72 | -73 | -75 |
| D | 1723002848.145 | 96.793 | 8.758 | 51.816 | -83 | -83 | -86 | -82 | -77 | -76 | -82 | -70 |
| E | 1723003310.147 | 69.623 | 83.444 | 51.816 | -83 | -88 | -86 | -80 | -78 | -76 | -74 | -72 |
| F | 1723002965.164 | 123.963 | 50.056 | 51.816 | -86 | -90 | -86 | -82 | -86 | -84 | -84 | -82 |
| G | 1723003361.146 | 33.962 | 9.488 | 51.816 | -83 | -85 | -74 | -79 | -85 | -100 | -75 | -68 |
| H | 1723002872.140 | 69.623 | 80.392 | 51.816 | -76 | -85 | -79 | -74 | -71 | -70 | -71 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723002869.143
- **Target RSSI fingerprint:** [-81, -85, -82, -80, -74, -73, -73, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
71.32122617914752,
65.25044918060303,
51.816
] | 8 |
23,521 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725943100.152 | 0.849 | 21.166 | 60.960 | -76 | -75 | -71 | -74 | -74 | -77 | -70 | -73 |
| B | 1725943292.167 | 6.793 | 52.776 | 60.960 | -82 | -76 | -71 | -74 | -69 | -75 | -66 | -73 |
| C | 1725942984.169 | 49.246 | 11.253 | 60.960 | -87 | -75 | -80 | -73 | -75 | -75 | -70 | -70 |
| D | 1725943368.153 | 62.831 | 59.173 | 60.960 | -79 | -73 | -68 | -77 | -78 | -74 | -63 | -77 |
| E | 1725943307.174 | 8.491 | 18.791 | 60.960 | -82 | -76 | -77 | -74 | -74 | -78 | -74 | -75 |
| F | 1725943210.157 | 11.038 | 75.349 | 60.960 | -67 | -73 | -71 | -76 | -77 | -78 | -74 | -78 |
| G | 1725943547.148 | 45.850 | 12.607 | 60.960 | -79 | -75 | -86 | -68 | -72 | -74 | -70 | -66 |
| H | 1725943247.163 | 102.737 | 45.451 | 60.960 | -81 | -76 | -68 | -78 | -73 | -77 | -60 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943126.217
- **Target RSSI fingerprint:** [-82, -75, -85, -75, -72, -77, -71, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
97.64281910217396,
0.9023857116699219,
60.96
] | 8 |
31,432 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723696909.145 | 31.416 | 24.577 | 42.672 | -75 | -100 | -70 | -77 | -100 | -81 | -75 | -78 |
| B | 1723696635.151 | 72.172 | 75.416 | 42.672 | -85 | -78 | -77 | -75 | -72 | -69 | -70 | -75 |
| C | 1723696630.150 | 50.096 | 63.565 | 42.672 | -80 | -72 | -79 | -77 | -72 | -70 | -68 | -71 |
| D | 1723696473.143 | 99.343 | 87.478 | 42.672 | -85 | -88 | -87 | -88 | -86 | -86 | -88 | -85 |
| E | 1723696579.146 | 117.174 | 56.213 | 42.672 | -87 | -76 | -81 | -84 | -70 | -79 | -75 | -70 |
| F | 1723696594.177 | 80.663 | 48.424 | 42.672 | -83 | -79 | -79 | -86 | -81 | -63 | -90 | -80 |
| G | 1723696617.154 | 21.227 | 45.451 | 42.672 | -78 | -76 | -78 | -84 | -71 | -64 | -70 | -69 |
| H | 1723696371.169 | 40.756 | 2.482 | 42.672 | -83 | -100 | -70 | -74 | -80 | -78 | -79 | -100 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696483.150
- **Target RSSI fingerprint:** [-78, -74, -76, -68, -78, -100, -70, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
125.66470442822836,
49.89662170410156,
42.672000000000004
] | 8 |
43,149 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723698165.135 | 38.209 | 30.283 | 51.816 | -79 | -77 | -100 | -76 | -82 | -79 | -80 | -66 |
| B | 1723698009.137 | 19.529 | 51.993 | 51.816 | -72 | -76 | -75 | -76 | -75 | -82 | -80 | -74 |
| C | 1723698469.139 | 28.869 | 22.082 | 51.816 | -78 | -100 | -73 | -81 | -83 | -72 | -76 | -77 |
| D | 1723698290.148 | 44.152 | 3.769 | 51.816 | -69 | -78 | -74 | -73 | -75 | -77 | -71 | -69 |
| E | 1723698275.138 | 24.623 | 35.551 | 51.816 | -81 | -80 | -73 | -100 | -79 | -73 | -77 | -76 |
| F | 1723698204.167 | 101.041 | 91.101 | 51.816 | -83 | -77 | -71 | -75 | -71 | -83 | -79 | -71 |
| G | 1723697927.156 | 32.265 | 19.361 | 51.816 | -70 | -77 | -76 | -76 | -83 | -72 | -77 | -74 |
| H | 1723698318.255 | 114.627 | 63.393 | 51.816 | -80 | -74 | -100 | -70 | -100 | -79 | -73 | -69 |
| I | 1723698472.146 | 22.925 | 35.074 | 51.816 | -73 | -100 | -73 | -76 | -78 | -71 | -71 | -73 |
| J | 1723698453.145 | 24.623 | 28.730 | 51.816 | -80 | -77 | -79 | -81 | -84 | -74 | -77 | -74 |
| K | 1723698154.153 | 88.305 | 54.807 | 51.816 | -77 | -76 | -100 | -78 | -73 | -80 | -77 | -62 |
| L | 1723698024.136 | 84.909 | 83.922 | 51.816 | -82 | -77 | -75 | -76 | -77 | -83 | -82 | -70 |
| M | 1723698217.156 | 120.570 | 53.281 | 51.816 | -85 | -77 | -74 | -81 | -76 | -77 | -76 | -100 |
| N | 1723698040.137 | 116.325 | 60.009 | 51.816 | -100 | -78 | -79 | -81 | -73 | -78 | -75 | -79 |
| O | 1723698034.143 | 99.343 | 88.129 | 51.816 | -100 | -81 | -74 | -85 | -73 | -80 | -73 | -78 |
| P | 1723698025.139 | 89.154 | 86.191 | 51.816 | -83 | -77 | -72 | -76 | -75 | -83 | -82 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723697956.153
- **Target RSSI fingerprint:** [-76, -78, -72, -74, -75, -83, -79, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
120.57018988452101,
45.42450428009033,
51.816
] | 16 |
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.